At a glance

Skills

  • Efficiency prioritization An implicit focus on achieving goals by first identifying redundancies, bottlenecks, and errors to optimize the foundation of a process. Typically observed as: An implicit focus on achieving goals by first identifying redundancies, bottlenecks, and errors to optimize the foundation of a process.
  • Rigid focus The ability to withstand distractions and competing priorities to ensure the smooth execution of a pre-decided goal. Typically observed as: The ability to withstand distractions and competing priorities to ensure the smooth execution of a pre-decided goal.
  • Certainty conversion The creative ability to transform uncertain scenarios into structured problem spaces with tangible solutions using reference frames. Typically observed as: The creative ability to transform uncertain scenarios into structured problem spaces with tangible solutions using reference frames.
  • Rigid boundary thinking Acquires concepts with strict technical definitions and adheres to them precisely. Typically observed as: Acquires concepts with strict technical definitions and adheres to them precisely.
  • Trust inspiring The ability to engender trust through actions, consistent framing, and transparent communication. Typically observed as: The ability to engender trust through actions, consistent framing, and transparent communication.
  • Expert-recommendations and 1-shot suggestions The ability to provide context-aware, high-quality recommendations instantly by relying on deep long-term memory. Typically observed as: The ability to provide context-aware, high-quality recommendations instantly by relying on deep long-term memory.
  • Curiosity A domain-agnostic drive to ask significant questions and seek out answers independently or through others. Typically observed as: A domain-agnostic drive to ask significant questions and seek out answers independently or through others.

Motivations & behaviors

  • Stress Testing & Vulnerability Discovery
  • Individualistic Motivation
  • Resilience & Adaptation
  • Agreeableness (low)
  • Conscentiousness (low)
  • Need for cognition (low)

Cognitive Capability Inference

What is durable, what is AI-redundant, and where you fit as tech half-lives shift through 2026. Sourced from your captured signals and 2026 priors.

Your profile leans durable — strong footing as AI reshapes work.

In plain language:

  • Most of the strengths that showed up here are the kind AI struggles to replace. (69% of your qualified strengths are durable.)
  • Several of your durable strengths also sit in areas of rising demand — room to grow, not just hold.
  • For the future work you described, the fit reads as “mismatch”. Your profile suggests you do best with clearer structure and defined problems.
  • Your standout strengths here: Abstraction capacityBehavior analysisAttention-capturing modulationRigid focus
  • Roles that could fit: Operations Tool Analyst, Supply Chain Product Manager, Applied Supply Chain Operations Strategist.

This is an estimate from the evidence in one session — a conversation starter, not a verdict. The detailed sections below show exactly how each number was derived.

Signals are present but under-differentiated — your PPs need to be refined or used more dominantly. Model reliability is moderate; treat borderline calls with caution.

Confidence: moderate · model reliability moderate (69/100) — this read is downgraded accordingly.

Capability indices

Survive: 0.82 · Flourish: 1.03 · 36 qualified atoms

  • Durable: 69% · Eroding: 22% · Replaceable: 8%
  • Speciality vs core: 39% / 61%

CE × TE fit

Cognitive-entropy tier: low

Selected TE medium — mismatch: complexity strain

Task Entropy score: 0.59 · confidence 0.37 · input kind job

Cognitive entropy

Cognitive entropy is your estimated ability to deal with chaotic problem spaces and uncertainty.

Status: low · 42 of 62 cognitive-entropy atoms are present in your evidence.

Strongest evidence (top logits behind this read):

  • LS_20 Certainty conversion — Latent skill (1.000)
  • LS_83 Expert-recommendations and 1-shot suggestions — Latent skill (1.000)
  • LS_88 Factual long-term retention — Latent skill (1.000)
  • LS_72 Improvisation (Jugaad) — Latent skill (1.000)
  • LS_13 Deconstructive Innovation curiosity — Latent skill (0.999)

CE × TE alignment chart

Rows = Cognitive Entropy (your capacity to structure loosely-defined work). Columns = Task Entropy (how loosely-defined the work is). Your row is your CE tier; your highlighted cell is where the evaluated work lands.

CE ↓ / TE → TE lowTE mediumTE high
CE high mismatch
boredom / under-utilization 		match
capacity headroom 		strong_match
frontier match
CE moderate match
stable fit, low stretch 		strong_match
balanced sweet-spot 		stretch
overload risk without scaffolding
CE low match
structured-work fit 		mismatch
complexity strain
◀ you are here 		strong_mismatch
overwhelm / incompatible complexity

Your cell: CE low × TE medium. Each cell's verdict is pre-authored; the highlight shows where the evaluated work places you.

Task Entropy evidence

Ontology decomposition

  • Domain: operations · direct · w 0.49
  • Domain: research talent management · direction_vector · w 0.28
  • Domain: project management · related · w 0.26
  • Domain: applied supply chain · direction_vector · w 0.35
  • Domain: supply chain · related · w 0.34
  • Domain: product management · direction_vector · w 0.27
  • Object: operations agent · direction_vector · w 0.12
  • Object: operations tool · related · w 0.10
  • Object: operations system · related · w 0.10
  • Object: product management agent · direction_vector · w 0.27
  • Object: procurement agent · related · w 0.25
  • Object: operations model · related · w 0.09
  • Residual domain: unmatched_domain_direction · 0.48
  • Residual object: unmatched_object_direction · 0.51

Structure / ambiguity

  • task structure · 0.58
  • goal clarity · 0.62
  • novelty · 0.27
  • volatility · 0.64
  • discretion · 0.44
  • coordination complexity · 0.59
  • domain object instability · 0.25
  • automation restructuring pressure · 0.45
  • specificity · specific (0.80)

Relevant 2026 priors

  • Routine information-production roles · decay · absorption 0.65
  • Low-discretion coordination roles · decay · absorption 0.88
  • Fixed-workflow software expertise · decay · absorption 0.65
  • Intermediary processing roles · decay · absorption 0.51
  • Standardized administrative domains · decay · absorption 0.37
  • Working-memory and attention expansion · growth · absorption 0.51

Natural LS demands

  • LS_69 Quantity-oriented · demand 0.35
  • LS_70 Time-space-oriented · demand 0.35
  • LS_66 Process-oriented · demand 0.32
  • LS_12 Efficiency prioritization · demand 0.31
  • LS_64 Independent-individualistic excellence · demand 0.30
  • LS_34 Accommodating attitude · demand 0.30

Natural PT / SM demands

Personality poles & motivations the role calls for (relative to the strongest match). Feeds role-hypothesis fit, never raw TE.

  • PT_9_high Conscentiousness (high) · demand 0.24 (100% of top)
  • PT_0_low Tolerance for uncertainty (low) · demand 0.20 (83% of top)
  • PT_8_high Need for achievement (high) · demand 0.20 (83% of top)
  • PT_9_low Conscentiousness (low) · demand 0.19 (81% of top)
  • SM_7 Architectural System Orchestration · demand 0.26 (100% of top)
  • SM_1 Story-building · demand 0.21 (81% of top)

Derived role-environment tags

Method: llm+embedding — Environment tags derived by blending embedding similarity of the role text to each tag's gloss with LLM tag-weighting (mean when both agree, 0.7x when only one source fires).

  • high-structure · 1.00
  • directed · 0.84
  • collaborative · 0.82
  • high-autonomy · 0.82
  • fast-paced · 0.80
  • people-centric · 0.75
  • big-picture · 0.70
  • systems-centric · 0.69
  • detail-oriented · 0.67
  • hands-on · 0.63
  • abstract · 0.58
  • analytical · 0.57
  • front-facing · 0.55
  • risk-taking · 0.47
  • behind-the-scenes · 0.41
  • low-structure · 0.40

Top capabilities (by average logit)

Your strongest-evidence capabilities, ranked by average logit (same order used throughout this report and the summary). Durability 0–1 = how AI-resistant the skill is at the 12-month horizon (higher = safer). Hits = qualifying chunks; a spike badge means a strong single-chunk swing qualified it.

  • LS_1 Abstraction capacity — eroding (dur 0.59, 1 hits) · spike
    The ability to identify the core essence of a situation, concept, object, or idea and extract key features and properties to apply them in different contexts. Skilled at 'zooming' between micro-details and macro-structures.
    Typically observed as: The ability to identify the core essence of a situation, concept, object, or idea and extract key features and properties to apply them in different contexts.
  • LS_48 Behavior analysis — durable (dur 1.00, 3 hits)
    The analytical ability to decode underlying psychological drivers and defense mechanisms to predict behavior.
    Typically observed as: The analytical ability to decode underlying psychological drivers and defense mechanisms to predict behavior.
  • LS_89 Attention-capturing modulation — durable (dur 1.00, 3 hits) · speciality
    The skill of using vocal tonality, pacing, and presence to seize and hold the collective focus of an individual or group.
    Typically observed as: The skill of using vocal tonality, pacing, and presence to seize and hold the collective focus of an individual or group.
  • LS_35 Rigid focus — durable (dur 0.88, 3 hits)
    The ability to withstand distractions and competing priorities to ensure the smooth execution of a pre-decided goal.
    Typically observed as: The ability to withstand distractions and competing priorities to ensure the smooth execution of a pre-decided goal.
  • LS_37 Instruction and protocol mastery — durable (dur 1.00, 3 hits)
    The ability to follow instructions and protocols well as per defined guidelines or standard operating procedures.
    Typically observed as: The ability to follow instructions and protocols well as per defined guidelines or standard operating procedures.

Lowest-evidence qualified capabilities

  • LS_71 Wabi-sabi — durable (avg logit 0.969, dur 1.00)
  • LS_73 Speed solutions real-time in-conversation problem-solving — durable (avg logit 0.972, dur 1.00)
  • LS_75 Situational awareness and presence of mind (Nunchi) — durable (avg logit 0.975, dur 1.00)
  • LS_94 Linguistic-conceptual code-switching — durable (avg logit 0.978, dur 1.00)
  • LS_3 Interpersonal thought alignment — eroding (avg logit 0.978, dur 0.57)

Capability logits (ranked by average)

Average = mean logit across the chunks where this capability qualified (sustained signal). Spike = its strongest single-chunk logit. The list is ordered by average logit.

ID Capability Avg logit Spike logit Durability
LS_1 Abstraction capacity spike 0.999 0.999 0.59
LS_48 Behavior analysis 0.998 0.999 1.00
LS_89 Attention-capturing modulation 0.996 0.998 1.00
LS_35 Rigid focus 0.995 1.000 0.88
LS_37 Instruction and protocol mastery 0.995 0.999 1.00
LS_91 Applied Theory of Mind 0.995 1.000 1.00
LS_20 Certainty conversion spike 0.995 1.000 0.50
LS_93 Strategic interpersonal evaluation 0.995 0.999 1.00
LS_14 Real-time problem-solving 0.994 0.998 1.00
LS_95 Human-function indexing 0.993 0.999 1.00
LS_88 Factual long-term retention 0.993 1.000 1.00
LS_12 Efficiency prioritization 0.993 1.000 0.64
LS_21 Self-reflection 0.992 0.999 0.75
LS_42 Trust inspiring 0.991 1.000 1.00
LS_96 Sandbox Sharing 0.991 0.998 1.00
LS_25 Curiosity 0.990 1.000 0.95
LS_4 Contextual adaptability 0.990 0.999 0.51
LS_83 Expert-recommendations and 1-shot suggestions 0.989 1.000 1.00
LS_24 Feedback adaptibility 0.989 0.997 0.86
LS_13 Deconstructive Innovation curiosity 0.988 0.999 0.70
LS_56 Rigid boundary thinking 0.988 1.000 0.40
LS_17 Goal-creation 0.987 0.993 0.33
LS_22 Self-monitoring 0.986 0.998 0.88
LS_7 Procedural thinking 0.985 0.998 0.55
LS_16 Real-time theory building 0.984 0.993 1.00
LS_40 Finishes work 0.983 0.998 0.25
LS_72 Improvisation (Jugaad) 0.982 1.000 1.00
LS_77 Tech utilization initiative 0.981 0.994 1.00
LS_11 Tool-driven mindset 0.980 0.998 0.60
LS_85 Persuasion 0.979 0.998 1.00
LS_27 Realistically bound imagination 0.979 0.999 0.50
LS_3 Interpersonal thought alignment 0.978 0.994 0.57
LS_94 Linguistic-conceptual code-switching 0.978 0.997 1.00
LS_75 Situational awareness and presence of mind (Nunchi) 0.975 0.996 1.00
LS_73 Speed solutions real-time in-conversation problem-solving 0.972 0.996 1.00
LS_71 Wabi-sabi 0.969 0.987 1.00
Durability math and why-now priors

LS_1 Abstraction capacity

static 0.50 · decay pressure 0.19 · growth lift 0.51 · floor 0.25

  • Growth: Working-memory and attention expansion · absorption 0.51 · People able to absorb, maintain, and manipulate larger AI-generated information sets gain an advantage in complex workflows.
  • Growth: Complexity compression · absorption 0.76 · Converting many interacting variables into a small actionable model becomes more valuable as problem spaces expand.
  • Decay: Intermediary processing roles · absorption 0.51 · Some intermediaries retain value through judgment or accountability, but the mere existence of an information handoff is no longer enough to justify a role.
  • Decay: Routine implementation from explicit requirements · absorption 0.51 · Implementation does not disappear, but value shifts toward architecture, verification, and handling underspecified constraints.

LS_48 Behavior analysis

static 1.00 · decay pressure 0.00 · growth lift 0.22 · floor 0.50

  • Growth: Communication object selection · absorption 0.65 · The human advantage becomes deciding what is worth communicating, to whom, in what sequence, and at what moment.
  • Decay: Human presence as a trust proxy · absorption 0.30 · Human preference is context-dependent and can change through repeated exposure, so current discomfort should not be treated as permanent.

LS_89 Attention-capturing modulation

static 1.00 · decay pressure 0.00 · growth lift 0.34 · floor 0.50

  • Growth: Communication object selection · absorption 0.65 · The human advantage becomes deciding what is worth communicating, to whom, in what sequence, and at what moment.
  • Growth: Working-memory and attention expansion · absorption 0.51 · People able to absorb, maintain, and manipulate larger AI-generated information sets gain an advantage in complex workflows.

LS_35 Rigid focus

static 0.75 · decay pressure 0.00 · growth lift 0.33 · floor 0.25

  • Growth: Working-memory and attention expansion · absorption 0.51 · People able to absorb, maintain, and manipulate larger AI-generated information sets gain an advantage in complex workflows.
  • Growth: Communication object selection · absorption 0.65 · The human advantage becomes deciding what is worth communicating, to whom, in what sequence, and at what moment.
  • Decay: First-pass output production · absorption 0.76 · First-pass quality may still vary, but its economic value declines as availability approaches abundance.
  • Decay: Repetitive embodied execution · absorption 0.30 · Physicality is not an absolute moat; routine embodiment may only delay substitution.

LS_37 Instruction and protocol mastery

static 1.00 · decay pressure 0.00 · growth lift 0.00 · floor 0.50

  • Decay: Standardized service interaction · absorption 0.51 · Relational and crisis value may remain, but the routine interaction layer should not be overvalued.
  • Decay: Standardized administrative domains · absorption 0.37 · These functions often persist organizationally after their economic value has already eroded, so headcount can lag the true decay signal.

AI-redundant

  • LS_56 Rigid boundary thinking — dur 0.40
  • LS_40 Finishes work — dur 0.25
  • LS_17 Goal-creation — dur 0.33

High demand now

  • LS_42 Trust inspiring
  • LS_83 Expert-recommendations and 1-shot suggestions
  • LS_88 Factual long-term retention
  • LS_72 Improvisation (Jugaad)
  • LS_91 Applied Theory of Mind
  • LS_93 Strategic interpersonal evaluation
  • LS_37 Instruction and protocol mastery
  • LS_95 Human-function indexing
  • LS_48 Behavior analysis
  • LS_85 Persuasion
  • LS_89 Attention-capturing modulation
  • LS_14 Real-time problem-solving
  • LS_96 Sandbox Sharing
  • LS_94 Linguistic-conceptual code-switching
  • LS_75 Situational awareness and presence of mind (Nunchi)
  • LS_73 Speed solutions real-time in-conversation problem-solving
  • LS_77 Tech utilization initiative
  • LS_16 Real-time theory building
  • LS_71 Wabi-sabi
  • LS_25 Curiosity
  • LS_35 Rigid focus
  • LS_22 Self-monitoring
  • LS_24 Feedback adaptibility
  • LS_21 Self-reflection
  • LS_13 Deconstructive Innovation curiosity
  • LS_12 Efficiency prioritization
  • LS_11 Tool-driven mindset

Where you'll flourish

  • LS_16 Real-time theory building (growth +0.65)
  • LS_14 Real-time problem-solving (growth +0.63)
  • LS_77 Tech utilization initiative (growth +0.51)
  • LS_25 Curiosity (growth +0.51)
  • LS_96 Sandbox Sharing (growth +0.37)
  • LS_75 Situational awareness and presence of mind (Nunchi) (growth +0.36)
  • LS_73 Speed solutions real-time in-conversation problem-solving (growth +0.35)
  • LS_89 Attention-capturing modulation (growth +0.34)
  • LS_88 Factual long-term retention (growth +0.32)
  • LS_22 Self-monitoring (growth +0.51)
  • LS_24 Feedback adaptibility (growth +0.51)
  • LS_95 Human-function indexing (growth +0.23)
  • LS_83 Expert-recommendations and 1-shot suggestions (growth +0.22)
  • LS_91 Applied Theory of Mind (growth +0.22)
  • LS_93 Strategic interpersonal evaluation (growth +0.22)
  • LS_48 Behavior analysis (growth +0.22)
  • LS_85 Persuasion (growth +0.22)
  • LS_94 Linguistic-conceptual code-switching (growth +0.22)
  • LS_35 Rigid focus (growth +0.33)

Role hypotheses (emergent roles, CE × TE gated)

Fit = capability match × alignment multiplier × CE×TE gate, capped by any hard contradiction. Roles are synthesized from your ontology decomposition reshaped by 2026 growth priors.

  • Operations Tool Analyst — fit 0.28
    Fit 0.28 = capability match 0.34 (LS 0.24, PT/SM 0.57) × alignment 1.15 × CE×TE gate 0.70 (mismatch) → veto-capped.
    Contradiction: Stress Testing & Vulnerability Discovery, Resilience & Adaptation, Compliance & Policy Alignment, Individualistic Motivation, Sacrificial Saving, Agreeableness (low), Conscentiousness (high), Social Value Orientation (low), Grit (high), Conscentiousness (low), Need for cognition (low), Openness to experience (low), Tolerance for uncertainty (low), Agreeableness (high), Sensory processing sensitivity (high), PT_0_low → fit capped
  • Supply Chain Product Manager — fit 0.28
    Fit 0.28 = capability match 0.34 (LS 0.24, PT/SM 0.57) × alignment 1.15 × CE×TE gate 0.70 (mismatch) → veto-capped.
    Contradiction: Stress Testing & Vulnerability Discovery, Resilience & Adaptation, Compliance & Policy Alignment, Individualistic Motivation, Sacrificial Saving, Agreeableness (low), Conscentiousness (high), Social Value Orientation (low), Grit (high), Conscentiousness (low), Need for cognition (low), Openness to experience (low), Tolerance for uncertainty (low), Agreeableness (high), Sensory processing sensitivity (high), PT_0_low → fit capped
  • Applied Supply Chain Operations Strategist — fit 0.28
    Fit 0.28 = capability match 0.34 (LS 0.24, PT/SM 0.57) × alignment 1.15 × CE×TE gate 0.70 (mismatch) → veto-capped.
    Contradiction: Stress Testing & Vulnerability Discovery, Resilience & Adaptation, Compliance & Policy Alignment, Individualistic Motivation, Sacrificial Saving, Agreeableness (low), Conscentiousness (high), Social Value Orientation (low), Grit (high), Conscentiousness (low), Need for cognition (low), Openness to experience (low), Tolerance for uncertainty (low), Agreeableness (high), Sensory processing sensitivity (high), PT_0_low → fit capped
  • Research Talent Operations Coordinator — fit 0.28
    Fit 0.28 = capability match 0.34 (LS 0.24, PT/SM 0.57) × alignment 1.15 × CE×TE gate 0.70 (mismatch) → veto-capped.
    Contradiction: Stress Testing & Vulnerability Discovery, Resilience & Adaptation, Compliance & Policy Alignment, Individualistic Motivation, Sacrificial Saving, Agreeableness (low), Conscentiousness (high), Social Value Orientation (low), Grit (high), Conscentiousness (low), Need for cognition (low), Openness to experience (low), Tolerance for uncertainty (low), Agreeableness (high), Sensory processing sensitivity (high), PT_0_low → fit capped
  • Project Management Operations Expert — fit 0.28
    Fit 0.28 = capability match 0.34 (LS 0.24, PT/SM 0.57) × alignment 1.15 × CE×TE gate 0.70 (mismatch) → veto-capped.
    Contradiction: Stress Testing & Vulnerability Discovery, Resilience & Adaptation, Compliance & Policy Alignment, Individualistic Motivation, Sacrificial Saving, Agreeableness (low), Conscentiousness (high), Social Value Orientation (low), Grit (high), Conscentiousness (low), Need for cognition (low), Openness to experience (low), Tolerance for uncertainty (low), Agreeableness (high), Sensory processing sensitivity (high), PT_0_low → fit capped
Alignment signal (applied · multiplier 1.15)

Alignment multiplier 1.15 (band 0.85–1.15) from 17 contributing atoms; 16 hard veto(es). Fit = capability × multiplier, then capped at 0.50 due to a contradiction.

Target role tags: high-structure (1.00) · directed (0.84) · collaborative (0.82) · high-autonomy (0.82) · fast-paced (0.80) · people-centric (0.75) · big-picture (0.70) · systems-centric (0.69) · detail-oriented (0.67) · hands-on (0.63) · abstract (0.58) · analytical (0.57) · front-facing (0.55) · risk-taking (0.47) · behind-the-scenes (0.41) · low-structure (0.40)

  • Contradiction: Stress Testing & Vulnerability Discovery is strong (0.98) but averse to required role tag(s) ['fast-paced'] → fit hard-capped at 0.50.
  • Contradiction: Resilience & Adaptation is strong (0.98) but averse to required role tag(s) ['high-structure', 'analytical'] → fit hard-capped at 0.50.
  • Contradiction: Compliance & Policy Alignment is strong (0.95) but averse to required role tag(s) ['fast-paced', 'systems-centric'] → fit hard-capped at 0.50.
  • Contradiction: Individualistic Motivation is strong (0.98) but averse to required role tag(s) ['collaborative', 'high-structure', 'directed', 'systems-centric'] → fit hard-capped at 0.50.
  • Contradiction: Sacrificial Saving is strong (0.96) but averse to required role tag(s) ['high-structure', 'detail-oriented', 'systems-centric'] → fit hard-capped at 0.50.
  • Contradiction: Agreeableness (low) is strong (0.98) but averse to required role tag(s) ['people-centric', 'collaborative', 'fast-paced'] → fit hard-capped at 0.50.
  • Contradiction: Conscentiousness (high) is strong (0.91) but averse to required role tag(s) ['systems-centric', 'hands-on'] → fit hard-capped at 0.50.
  • Contradiction: Social Value Orientation (low) is strong (0.83) but averse to required role tag(s) ['people-centric', 'collaborative', 'systems-centric', 'directed'] → fit hard-capped at 0.50.
  • Contradiction: Grit (high) is strong (0.82) but averse to required role tag(s) ['high-structure', 'systems-centric'] → fit hard-capped at 0.50.
  • Contradiction: Conscentiousness (low) is strong (0.94) but averse to required role tag(s) ['detail-oriented', 'high-structure', 'big-picture'] → fit hard-capped at 0.50.
  • Contradiction: Need for cognition (low) is strong (0.88) but averse to required role tag(s) ['collaborative', 'analytical', 'hands-on'] → fit hard-capped at 0.50.
  • Contradiction: Openness to experience (low) is strong (0.87) but averse to required role tag(s) ['systems-centric', 'analytical'] → fit hard-capped at 0.50.
  • Contradiction: Tolerance for uncertainty (low) is strong (0.84) but averse to required role tag(s) ['fast-paced'] → fit hard-capped at 0.50.
  • Contradiction: Agreeableness (high) is strong (0.83) but averse to required role tag(s) ['systems-centric'] → fit hard-capped at 0.50.
  • Contradiction: Sensory processing sensitivity (high) is strong (0.75) but averse to required role tag(s) ['systems-centric'] → fit hard-capped at 0.50.
  • Manual veto rule: PT_0_low clashes with required tag 'front-facing'.

Motivations (SM)

  • Stress Testing & Vulnerability Discovery (0.98)
  • Resilience & Adaptation (0.98)
  • Consistency & Equilibrium (0.96)
  • SM_5 (0.95)
  • Individualistic Motivation (0.98)
  • Sacrificial Saving (0.96)
  • SM_7 (0.69)

Personality (PT)

  • Agreeableness (low) (0.98)
  • Conscentiousness (high) (0.91)
  • Social Value Orientation (low) (0.83)
  • Grit (high) (0.82)
  • Conscentiousness (low) (0.94)
  • Need for cognition (low) (0.88)
  • Openness to experience (low) (0.87)
  • Tolerance for uncertainty (low) (0.84)
  • Agreeableness (high) (0.83)
  • Sensory processing sensitivity (high) (0.75)

Orientation (OM)

Coming soon (deferred model).

Inference diagnostics

Classifier confidence is separated from Shreddy chat progress. These checks describe how trustworthy the post-chat inference looks for this evidence bundle.

Reliability gate

Some model families look low-confidence because too many atoms saturated at the score extremes.

Reliability score: 68.6/100 · status: moderate

  • ls_bridge: This model looks low-confidence for this input. Too many atom scores are saturating at the top and bottom ends for the amount of evidence collected. 10/11 high-extreme atoms (>= 0.97), 0/11 low-extreme atoms (<= 0.03), 23 chunks, 1791 words.
  • ls_core_cognitive: This model looks low-confidence for this input. Too many atom scores are saturating at the top and bottom ends for the amount of evidence collected. 18/25 high-extreme atoms (>= 0.97), 0/25 low-extreme atoms (<= 0.03), 23 chunks, 1791 words.
  • ls_core_embodied: This model looks low-confidence for this input. Too many atom scores are saturating at the top and bottom ends for the amount of evidence collected. 26/46 high-extreme atoms (>= 0.97), 9/46 low-extreme atoms (<= 0.03), 23 chunks, 1791 words.

Cognitive entropy

Status: low

CE is not fully saturated across LS, PT, and SM yet. Treat it as a directional signal, not a conclusion.

  • LS: 37/40 crossed at 0.96
  • PT: 2/4 crossed at 0.70
  • SM: 3/4 crossed at 0.70
Atoms crossed for CE

LS

  • LS_1 — Abstraction capacity (0.999)
  • LS_2 — Long-term conceptualization (0.992)
  • LS_3 — Interpersonal thought alignment (0.994)
  • LS_4 — Contextual adaptability (0.999)
  • LS_5 — Goal-driven interaction (0.996)
  • LS_6 — Cross-domain integration (0.995)
  • LS_7 — Procedural thinking (0.998)
  • LS_13 — Deconstructive Innovation curiosity (0.999)
  • LS_14 — Real-time problem-solving (0.998)
  • LS_16 — Real-time theory building (0.993)
  • LS_17 — Goal-creation (0.993)
  • LS_18 — Control over ambiguity (0.995)
  • LS_20 — Certainty conversion (1.000)
  • LS_22 — Self-monitoring (0.998)
  • LS_24 — Feedback adaptibility (0.997)
  • LS_32 — Expertise (0.987)
  • LS_36 — Free thinking with decision-making (0.986)
  • LS_44 — Available tools (0.998)
  • LS_48 — Behavior analysis (0.999)
  • LS_50 — Language-centric (0.975)
  • LS_52 — Mental-model-centric (0.993)
  • LS_54 — Ungodly pattern recognition (0.970)
  • LS_55 — Fuzzy boundary thinking (0.962)
  • LS_66 — Process-oriented (0.964)
  • LS_72 — Improvisation (Jugaad) (1.000)
  • LS_73 — Speed solutions real-time in-conversation problem-solving (0.996)
  • LS_75 — Situational awareness and presence of mind (Nunchi) (0.996)
  • LS_76 — Tech innovation ideation (0.976)
  • LS_77 — Tech utilization initiative (0.994)
  • LS_78 — Asking stupid unexpected questions (0.963)
  • LS_83 — Expert-recommendations and 1-shot suggestions (1.000)
  • LS_86 — High-fidelity social indexing (0.981)
  • LS_87 — Morphological & spatial memory (0.995)
  • LS_88 — Factual long-term retention (1.000)
  • LS_94 — Linguistic-conceptual code-switching (0.997)
  • LS_95 — Human-function indexing (0.999)
  • LS_96 — Sandbox Sharing (0.998)

PT

  • PT_7_high — Grit (high) (0.819)
  • PT_9_high — Conscentiousness (high) (0.909)

SM

  • SM_2 — Uncertainty Reduction (0.722)
  • SM_8 — Resilience & Adaptation (0.978)
  • SM_21 — Dynamic Variance & Flux (0.833)

Source data — raw productive-prior evidence

1791 words analyzed · 23 inference chunks

Underlying model data behind the CCI report. Final score is the averaged evidence score unless a chunk spike promoted it above the average.

Latent Skills (LS)

Patterns in how the person thinks, learns, solves, adapts, and communicates.

Skills — how you interact with ideas and engage others23 chunks · spike 0.96
Low reliability This model looks low-confidence for this input. Too many atom scores are saturating at the top and bottom ends for the amount of evidence collected. 10/11 high-extreme atoms (>= 0.97), 0/11 low-extreme atoms (<= 0.03), 23 chunks, 1791 words.

Reliable top 5

ID Label FinalAverageSpike Support
LS_88 Factual long-term retention
spike promoted
The disciplined retention of dense, static information (technical specs, historical precedents, or data patterns) for immediate retrieval.
 1.000 0.971 1.000 Cover letter | chunk 22 | 20 supporting chunks | "I know I have to learn civilian tools and a different culture, and I'm honest about that. But calm, reliable operations under pressure is not a skill I have to acquire — it's th..."
LS_91 Applied Theory of Mind
spike promoted
The real-time calibration of behavior based on an internal model of another person's mental state, intent, or emotional threshold.
 1.000 0.985 1.000 Interview | chunk 12 | 23 supporting chunks | "You argue before, then commit after. It can be, but staying silent when I see a real risk is worse. I learned to disagree respectfully and with evidence, not emotion. A good lea..."
LS_93 Strategic interpersonal evaluation
spike promoted
The real-time analytical process of judging which social persona or behavioral strategy will best achieve an objective in a specific encounter.
 0.999 0.992 0.999 Interview | chunk 12 | 23 supporting chunks | "You argue before, then commit after. It can be, but staying silent when I see a real risk is worse. I learned to disagree respectfully and with evidence, not emotion. A good lea..."
LS_95 Human-function indexing
spike promoted
The ability to identify a person's specific value or utility in a given context, matching their unique qualities to the specific needs of a situation or third party.
 0.999 0.989 0.999 Interview | chunk 10 | 23 supporting chunks | "Grace under pressure and clear decision-making aren't things I need to acquire. One with a clear mission and real responsibility, where reliability is valued. I thrive when peop..."
LS_89 Attention-capturing modulation
spike promoted
The skill of using vocal tonality, pacing, and presence to seize and hold the collective focus of an individual or group.
 0.998 0.824 0.998 Interview | chunk 8 | 16 supporting chunks | "For reversible things I move fast and correct as I learn. For the ones I can't undo — anything risking safety — I slow down and get more eyes on it. Knowing which is which is th..."

Spike-promoted atoms

IDLabelFinalAverageSpikeSupport
LS_88 Factual long-term retention 1.000 0.971 1.000 Cover letter | chunk 22 | 20 supporting chunks | "I know I have to learn civilian tools and a different culture, and I'm honest about that. But calm, reliable operations under pressure is not a skill I have to acquire — it's th..."
LS_91 Applied Theory of Mind 1.000 0.985 1.000 Interview | chunk 12 | 23 supporting chunks | "You argue before, then commit after. It can be, but staying silent when I see a real risk is worse. I learned to disagree respectfully and with evidence, not emotion. A good lea..."
LS_93 Strategic interpersonal evaluation 0.999 0.992 0.999 Interview | chunk 12 | 23 supporting chunks | "You argue before, then commit after. It can be, but staying silent when I see a real risk is worse. I learned to disagree respectfully and with evidence, not emotion. A good lea..."
LS_95 Human-function indexing 0.999 0.989 0.999 Interview | chunk 10 | 23 supporting chunks | "Grace under pressure and clear decision-making aren't things I need to acquire. One with a clear mission and real responsibility, where reliability is valued. I thrive when peop..."
LS_89 Attention-capturing modulation 0.998 0.824 0.998 Interview | chunk 8 | 16 supporting chunks | "For reversible things I move fast and correct as I learn. For the ones I can't undo — anything risking safety — I slow down and get more eyes on it. Knowing which is which is th..."

Strong shifts across chunks

  • Chunk 1 (75 words) — Interview | "The essence was making sure the right people and supplies reached the right place on time, no matter what went wrong. I planned the movement, led the team executing it, and owne..." : LS_95 Human-function indexing (0.998) · LS_96 Sandbox Sharing (0.996) · LS_93 Strategic interpersonal evaluation (0.990) · LS_91 Applied Theory of Mind (0.984)
  • Chunk 2 (79 words) — Interview | "That mindset is the core of how I still operate. I ran resupply for several hundred personnel spread across rough terrain with transport we couldn't fully trust. Fuel, food, med..." : LS_88 Factual long-term retention (0.999) · LS_96 Sandbox Sharing (0.985) · LS_87 Morphological & spatial memory (0.968) · LS_94 Linguistic-conceptual code-switching (0.966)
  • Chunk 3 (78 words) — Interview | "We never ran a unit short. That wasn't luck; it was assuming failure and designing around it. By being clear about what a shortage actually costs versus what a backup costs. Whe..." : LS_95 Human-function indexing (0.995) · LS_93 Strategic interpersonal evaluation (0.995) · LS_91 Applied Theory of Mind (0.991) · LS_94 Linguistic-conceptual code-switching (0.984) · LS_88 Factual long-term retention (0.981)
  • Chunk 4 (77 words) — Interview | "The plan I'd briefed was suddenly dead, and people were looking at me for the next move. I didn't panic or improvise blindly. I fell back to the contingency I'd already sketched..." : LS_89 Attention-capturing modulation (0.997) · LS_92 Sensory-vocal contact initiation (0.996) · LS_91 Applied Theory of Mind (0.995) · LS_93 Strategic interpersonal evaluation (0.987) · LS_94 Linguistic-conceptual code-switching (0.973)
  • Chunk 5 (80 words) — Interview | "People can handle a crisis if they trust the person directing it. My job was to be the steady point they could organize around. By being fair, being clear, and never asking for..." : LS_93 Strategic interpersonal evaluation (0.998) · LS_95 Human-function indexing (0.998) · LS_91 Applied Theory of Mind (0.995) · LS_92 Sensory-vocal contact initiation (0.978) · LS_96 Sandbox Sharing (0.966)
  • Chunk 6 (86 words) — Interview | "I pulled him aside privately, acknowledged his drive, and made the risk concrete. Praising in public and correcting in private kept his respect while fixing the behavior. He bec..." : LS_91 Applied Theory of Mind (0.999) · LS_93 Strategic interpersonal evaluation (0.997) · LS_95 Human-function indexing (0.984) · LS_86 High-fidelity social indexing (0.981)
  • Chunk 7 (80 words) — Interview | "After a near-miss I made a simple shared board updated every shift. Boring, but it removed a single point of failure. Most of my improvements were unglamorous fixes like that. I..." : LS_93 Strategic interpersonal evaluation (0.997) · LS_88 Factual long-term retention (0.994) · LS_91 Applied Theory of Mind (0.992) · LS_95 Human-function indexing (0.984) · LS_96 Sandbox Sharing (0.980)
  • Chunk 8 (80 words) — Interview | "For reversible things I move fast and correct as I learn. For the ones I can't undo — anything risking safety — I slow down and get more eyes on it. Knowing which is which is th..." : LS_89 Attention-capturing modulation (0.998) · LS_96 Sandbox Sharing (0.998) · LS_93 Strategic interpersonal evaluation (0.985) · LS_91 Applied Theory of Mind (0.977)
  • Chunk 9 (75 words) — Interview | "The same way I learned any kit — get the manual, find someone who knows it, and practice on the real task until it's second nature. I'm not precious about being a beginner again..." : LS_95 Human-function indexing (0.996) · LS_91 Applied Theory of Mind (0.993) · LS_96 Sandbox Sharing (0.990) · LS_88 Factual long-term retention (0.986) · LS_93 Strategic interpersonal evaluation (0.986)
  • Chunk 10 (86 words) — Interview | "Grace under pressure and clear decision-making aren't things I need to acquire. One with a clear mission and real responsibility, where reliability is valued. I thrive when peop..." : LS_95 Human-function indexing (0.999) · LS_93 Strategic interpersonal evaluation (0.998) · LS_88 Factual long-term retention (0.984) · LS_86 High-fidelity social indexing (0.961)
  • Chunk 11 (84 words) — Interview | "I did that constantly — coordinating with units outside my chain of command. You do it by being reliable and reciprocal. If I always deliver what I promise and help them when th..." : LS_95 Human-function indexing (0.996) · LS_88 Factual long-term retention (0.991) · LS_94 Linguistic-conceptual code-switching (0.985) · LS_89 Attention-capturing modulation (0.966)
  • Chunk 12 (75 words) — Interview | "You argue before, then commit after. It can be, but staying silent when I see a real risk is worse. I learned to disagree respectfully and with evidence, not emotion. A good lea..." : LS_91 Applied Theory of Mind (1.000) · LS_93 Strategic interpersonal evaluation (0.999) · LS_95 Human-function indexing (0.978) · LS_92 Sensory-vocal contact initiation (0.968)
  • Chunk 13 (76 words) — Interview | "The number-crunching is exactly the kind of thing that should be automated. Leading people through a bad day, making the judgment call when the model's assumptions break, and ta..." : LS_93 Strategic interpersonal evaluation (0.994) · LS_95 Human-function indexing (0.992) · LS_89 Attention-capturing modulation (0.992) · LS_96 Sandbox Sharing (0.990) · LS_91 Applied Theory of Mind (0.986)
  • Chunk 14 (90 words) — Interview | "The stereotype is rigid; I'd disprove it by being the steady, fair person they can count on. I spent most of it up front, on the plan and the contingencies, because an hour of p..." : LS_95 Human-function indexing (0.998) · LS_91 Applied Theory of Mind (0.994) · LS_93 Strategic interpersonal evaluation (0.984) · LS_88 Factual long-term retention (0.978)
  • Chunk 15 (91 words) — Interview | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..." : LS_93 Strategic interpersonal evaluation (0.998) · LS_91 Applied Theory of Mind (0.997) · LS_95 Human-function indexing (0.993) · LS_94 Linguistic-conceptual code-switching (0.972) · LS_96 Sandbox Sharing (0.970)
  • Chunk 16 (79 words) — Interview | "And I'd mentally offload once a decision was made rather than churning on it. You can't carry every 'what if' and still lead the next day. I noticed our resupply requests always..." : LS_87 Morphological & spatial memory (0.995) · LS_93 Strategic interpersonal evaluation (0.986) · LS_88 Factual long-term retention (0.983) · LS_94 Linguistic-conceptual code-switching (0.982) · LS_91 Applied Theory of Mind (0.973)
  • Chunk 17 (91 words) — Interview | "In reality logistics is constant improvisation and persuasion — half my job was convincing units outside my command to cooperate. I'm adaptable and I lead by trust far more than..." : LS_93 Strategic interpersonal evaluation (0.999) · LS_95 Human-function indexing (0.998) · LS_91 Applied Theory of Mind (0.991)
  • Chunk 18 (81 words) — Interview | "When units that don't report to each other move like one team because the trust is already built. The best operations felt frictionless — I'd ask, they'd deliver, no politics —..." : LS_93 Strategic interpersonal evaluation (0.999) · LS_91 Applied Theory of Mind (0.997) · LS_96 Sandbox Sharing (0.985) · LS_95 Human-function indexing (0.981) · LS_94 Linguistic-conceptual code-switching (0.981)
  • Chunk 19 (63 words) — Interview | "I treat the transition like a new posting: learn the terrain before you try to lead on it. The operation would run smoothly enough that disruptions became routine instead of cri..." : LS_88 Factual long-term retention (0.999) · LS_96 Sandbox Sharing (0.994)
  • Chunk 20 (84 words) — Cover letter | "For twelve years my job was to make sure people, fuel, and supplies arrived where they were needed, on time, often in conditions where failure had real consequences. I was an ar..." : LS_88 Factual long-term retention (0.998) · LS_94 Linguistic-conceptual code-switching (0.997) · LS_95 Human-function indexing (0.981)
  • Chunk 21 (80 words) — Cover letter | "I built redundancy into every critical line, cross-trained my team so no single person was a bottleneck, and we never once ran a unit short. That wasn't luck; it was assuming th..." : LS_93 Strategic interpersonal evaluation (0.999) · LS_91 Applied Theory of Mind (0.995) · LS_96 Sandbox Sharing (0.992) · LS_95 Human-function indexing (0.990)
  • Chunk 22 (40 words) — Cover letter | "I know I have to learn civilian tools and a different culture, and I'm honest about that. But calm, reliable operations under pressure is not a skill I have to acquire — it's th..." : LS_88 Factual long-term retention (1.000)
  • Chunk 23 (61 words) — Portfolio | "Selected work: - Led resupply operations for several hundred personnel across difficult terrain with zero critical shortages. - Built redundancy and cross-training into supply l..." : LS_95 Human-function indexing (0.998) · LS_93 Strategic interpersonal evaluation (0.995) · LS_88 Factual long-term retention (0.991) · LS_91 Applied Theory of Mind (0.984) · LS_96 Sandbox Sharing (0.980)
Full ranked list
RankIDLabelFinalAverageSpikeSupport
1 LS_88 Factual long-term retention 1.000 0.971 1.000 Cover letter | chunk 22 | 20 supporting chunks | "I know I have to learn civilian tools and a different culture, and I'm honest about that. But calm, reliable operations under pressure is not a skill I have to acquire — it's th..."
2 LS_91 Applied Theory of Mind 1.000 0.985 1.000 Interview | chunk 12 | 23 supporting chunks | "You argue before, then commit after. It can be, but staying silent when I see a real risk is worse. I learned to disagree respectfully and with evidence, not emotion. A good lea..."
3 LS_93 Strategic interpersonal evaluation 0.999 0.992 0.999 Interview | chunk 12 | 23 supporting chunks | "You argue before, then commit after. It can be, but staying silent when I see a real risk is worse. I learned to disagree respectfully and with evidence, not emotion. A good lea..."
4 LS_95 Human-function indexing 0.999 0.989 0.999 Interview | chunk 10 | 23 supporting chunks | "Grace under pressure and clear decision-making aren't things I need to acquire. One with a clear mission and real responsibility, where reliability is valued. I thrive when peop..."
5 LS_89 Attention-capturing modulation 0.998 0.824 0.998 Interview | chunk 8 | 16 supporting chunks | "For reversible things I move fast and correct as I learn. For the ones I can't undo — anything risking safety — I slow down and get more eyes on it. Knowing which is which is th..."
6 LS_96 Sandbox Sharing 0.998 0.967 0.998 Interview | chunk 8 | 22 supporting chunks | "For reversible things I move fast and correct as I learn. For the ones I can't undo — anything risking safety — I slow down and get more eyes on it. Knowing which is which is th..."
7 LS_94 Linguistic-conceptual code-switching 0.997 0.942 0.997 Cover letter | chunk 20 | 21 supporting chunks | "For twelve years my job was to make sure people, fuel, and supplies arrived where they were needed, on time, often in conditions where failure had real consequences. I was an ar..."
8 LS_92 Sensory-vocal contact initiation 0.996 0.808 0.996 Interview | chunk 4 | 15 supporting chunks | "The plan I'd briefed was suddenly dead, and people were looking at me for the next move. I didn't panic or improvise blindly. I fell back to the contingency I'd already sketched..."
9 LS_87 Morphological & spatial memory 0.995 0.424 0.995 Interview | chunk 16 | 4 supporting chunks | "And I'd mentally offload once a decision was made rather than churning on it. You can't carry every 'what if' and still lead the next day. I noticed our resupply requests always..."
10 LS_86 High-fidelity social indexing 0.981 0.686 0.981 Interview | chunk 6 | 12 supporting chunks | "I pulled him aside privately, acknowledged his drive, and made the risk concrete. Praising in public and correcting in private kept his respect while fixing the behavior. He bec..."
11 LS_90 Kinetic performance control 0.484 0.484 0.925 Interview | chunk 8 | 10 supporting chunks | "For reversible things I move fast and correct as I learn. For the ones I can't undo — anything risking safety — I slow down and get more eyes on it. Knowing which is which is th..."
Skills — adaptable strengths (Wild card)23 chunks · spike 0.96
Low reliability This model stayed within a normal score range for the amount of evidence collected. 8/15 high-extreme atoms (>= 0.97), 2/15 low-extreme atoms (<= 0.03), 23 chunks, 1791 words.

Reliable top 5

ID Label FinalAverageSpike Support
LS_83 Expert-recommendations and 1-shot suggestions
spike promoted
The ability to provide context-aware, high-quality recommendations instantly by relying on deep long-term memory.
 1.000 0.783 1.000 Interview | chunk 11 | 13 supporting chunks | "I did that constantly — coordinating with units outside my chain of command. You do it by being reliable and reciprocal. If I always deliver what I promise and help them when th..."
LS_72 Improvisation (Jugaad)
spike promoted
The ability to implement low-cost, 'hacky' techniques using immediate resources to create functional temporary solutions.
 1.000 0.938 1.000 Interview | chunk 4 | 19 supporting chunks | "The plan I'd briefed was suddenly dead, and people were looking at me for the next move. I didn't panic or improvise blindly. I fell back to the contingency I'd already sketched..."
LS_85 Persuasion
spike promoted
The ability to frame ideas in relatable ways to convince others to take an action or adopt an opinion.
 0.998 0.393 0.998 Interview | chunk 17 | 7 supporting chunks | "In reality logistics is constant improvisation and persuasion — half my job was convincing units outside my command to cooperate. I'm adaptable and I lead by trust far more than..."
LS_75 Situational awareness and presence of mind (Nunchi)
spike promoted
The ability to read implicit social signals, context, and moods to act appropriately in group settings.
 0.996 0.324 0.996 Interview | chunk 12 | 6 supporting chunks | "You argue before, then commit after. It can be, but staying silent when I see a real risk is worse. I learned to disagree respectfully and with evidence, not emotion. A good lea..."
LS_73 Speed solutions real-time in-conversation problem-solving
spike promoted
The ability to solve problems mentally and immediately during a conversation without needing external tools.
 0.996 0.881 0.996 Interview | chunk 14 | 16 supporting chunks | "The stereotype is rigid; I'd disprove it by being the steady, fair person they can count on. I spent most of it up front, on the plan and the contingencies, because an hour of p..."

Spike-promoted atoms

IDLabelFinalAverageSpikeSupport
LS_83 Expert-recommendations and 1-shot suggestions 1.000 0.783 1.000 Interview | chunk 11 | 13 supporting chunks | "I did that constantly — coordinating with units outside my chain of command. You do it by being reliable and reciprocal. If I always deliver what I promise and help them when th..."
LS_72 Improvisation (Jugaad) 1.000 0.938 1.000 Interview | chunk 4 | 19 supporting chunks | "The plan I'd briefed was suddenly dead, and people were looking at me for the next move. I didn't panic or improvise blindly. I fell back to the contingency I'd already sketched..."
LS_85 Persuasion 0.998 0.393 0.998 Interview | chunk 17 | 7 supporting chunks | "In reality logistics is constant improvisation and persuasion — half my job was convincing units outside my command to cooperate. I'm adaptable and I lead by trust far more than..."
LS_75 Situational awareness and presence of mind (Nunchi) 0.996 0.324 0.996 Interview | chunk 12 | 6 supporting chunks | "You argue before, then commit after. It can be, but staying silent when I see a real risk is worse. I learned to disagree respectfully and with evidence, not emotion. A good lea..."
LS_73 Speed solutions real-time in-conversation problem-solving 0.996 0.881 0.996 Interview | chunk 14 | 16 supporting chunks | "The stereotype is rigid; I'd disprove it by being the steady, fair person they can count on. I spent most of it up front, on the plan and the contingencies, because an hour of p..."

Strong shifts across chunks

  • Chunk 1 (75 words) — Interview | "The essence was making sure the right people and supplies reached the right place on time, no matter what went wrong. I planned the movement, led the team executing it, and owne..." : LS_72 Improvisation (Jugaad) (0.998)
  • Chunk 2 (79 words) — Interview | "That mindset is the core of how I still operate. I ran resupply for several hundred personnel spread across rough terrain with transport we couldn't fully trust. Fuel, food, med..." : LS_72 Improvisation (Jugaad) (0.998) · LS_76 Tech innovation ideation (0.975) · LS_77 Tech utilization initiative (0.973)
  • Chunk 3 (78 words) — Interview | "We never ran a unit short. That wasn't luck; it was assuming failure and designing around it. By being clear about what a shortage actually costs versus what a backup costs. Whe..." : LS_72 Improvisation (Jugaad) (0.998)
  • Chunk 4 (77 words) — Interview | "The plan I'd briefed was suddenly dead, and people were looking at me for the next move. I didn't panic or improvise blindly. I fell back to the contingency I'd already sketched..." : LS_72 Improvisation (Jugaad) (1.000)
  • Chunk 5 (80 words) — Interview | "People can handle a crisis if they trust the person directing it. My job was to be the steady point they could organize around. By being fair, being clear, and never asking for..." : LS_71 Wabi-sabi (0.967)
  • Chunk 6 (86 words) — Interview | "I pulled him aside privately, acknowledged his drive, and made the risk concrete. Praising in public and correcting in private kept his respect while fixing the behavior. He bec..." : LS_73 Speed solutions real-time in-conversation problem-solving (0.984)
  • Chunk 7 (80 words) — Interview | "After a near-miss I made a simple shared board updated every shift. Boring, but it removed a single point of failure. Most of my improvements were unglamorous fixes like that. I..." : LS_71 Wabi-sabi (0.987) · LS_72 Improvisation (Jugaad) (0.971)
  • Chunk 8 (80 words) — Interview | "For reversible things I move fast and correct as I learn. For the ones I can't undo — anything risking safety — I slow down and get more eyes on it. Knowing which is which is th..." : LS_85 Persuasion (0.979) · LS_77 Tech utilization initiative (0.972)
  • Chunk 9 (75 words) — Interview | "The same way I learned any kit — get the manual, find someone who knows it, and practice on the real task until it's second nature. I'm not precious about being a beginner again..." : LS_72 Improvisation (Jugaad) (0.975)
  • Chunk 10 (86 words) — Interview | "Grace under pressure and clear decision-making aren't things I need to acquire. One with a clear mission and real responsibility, where reliability is valued. I thrive when peop..." : LS_83 Expert-recommendations and 1-shot suggestions (0.995) · LS_77 Tech utilization initiative (0.984)
  • Chunk 11 (84 words) — Interview | "I did that constantly — coordinating with units outside my chain of command. You do it by being reliable and reciprocal. If I always deliver what I promise and help them when th..." : LS_83 Expert-recommendations and 1-shot suggestions (1.000)
  • Chunk 12 (75 words) — Interview | "You argue before, then commit after. It can be, but staying silent when I see a real risk is worse. I learned to disagree respectfully and with evidence, not emotion. A good lea..." : LS_75 Situational awareness and presence of mind (Nunchi) (0.996)
  • Chunk 13 (76 words) — Interview | "The number-crunching is exactly the kind of thing that should be automated. Leading people through a bad day, making the judgment call when the model's assumptions break, and ta..." : LS_77 Tech utilization initiative (0.994) · LS_71 Wabi-sabi (0.980) · LS_83 Expert-recommendations and 1-shot suggestions (0.960)
  • Chunk 14 (90 words) — Interview | "The stereotype is rigid; I'd disprove it by being the steady, fair person they can count on. I spent most of it up front, on the plan and the contingencies, because an hour of p..." : LS_73 Speed solutions real-time in-conversation problem-solving (0.996)
  • Chunk 15 (91 words) — Interview | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..." : LS_73 Speed solutions real-time in-conversation problem-solving (0.972) · LS_75 Situational awareness and presence of mind (Nunchi) (0.969) · LS_72 Improvisation (Jugaad) (0.964)
  • Chunk 16 (79 words) — Interview | "And I'd mentally offload once a decision was made rather than churning on it. You can't carry every 'what if' and still lead the next day. I noticed our resupply requests always..." : LS_73 Speed solutions real-time in-conversation problem-solving (0.996) · LS_72 Improvisation (Jugaad) (0.962)
  • Chunk 17 (91 words) — Interview | "In reality logistics is constant improvisation and persuasion — half my job was convincing units outside my command to cooperate. I'm adaptable and I lead by trust far more than..." : LS_85 Persuasion (0.998)
  • Chunk 18 (81 words) — Interview | "When units that don't report to each other move like one team because the trust is already built. The best operations felt frictionless — I'd ask, they'd deliver, no politics —..." : LS_85 Persuasion (0.986)
  • Chunk 19 (63 words) — Interview | "I treat the transition like a new posting: learn the terrain before you try to lead on it. The operation would run smoothly enough that disruptions became routine instead of cri..." : LS_72 Improvisation (Jugaad) (0.974)
  • Chunk 20 (84 words) — Cover letter | "For twelve years my job was to make sure people, fuel, and supplies arrived where they were needed, on time, often in conditions where failure had real consequences. I was an ar..." : LS_72 Improvisation (Jugaad) (0.992) · LS_73 Speed solutions real-time in-conversation problem-solving (0.963)
  • Chunk 21 (80 words) — Cover letter | "I built redundancy into every critical line, cross-trained my team so no single person was a bottleneck, and we never once ran a unit short. That wasn't luck; it was assuming th..." : LS_78 Asking stupid unexpected questions (0.963) · LS_71 Wabi-sabi (0.960)
  • Chunk 22 (40 words) — Cover letter | "I know I have to learn civilian tools and a different culture, and I'm honest about that. But calm, reliable operations under pressure is not a skill I have to acquire — it's th..." : LS_83 Expert-recommendations and 1-shot suggestions (1.000)
  • Chunk 23 (61 words) — Portfolio | "Selected work: - Led resupply operations for several hundred personnel across difficult terrain with zero critical shortages. - Built redundancy and cross-training into supply l..." : LS_72 Improvisation (Jugaad) (0.993) · LS_76 Tech innovation ideation (0.976)
Full ranked list
RankIDLabelFinalAverageSpikeSupport
1 LS_83 Expert-recommendations and 1-shot suggestions 1.000 0.783 1.000 Interview | chunk 11 | 13 supporting chunks | "I did that constantly — coordinating with units outside my chain of command. You do it by being reliable and reciprocal. If I always deliver what I promise and help them when th..."
2 LS_72 Improvisation (Jugaad) 1.000 0.938 1.000 Interview | chunk 4 | 19 supporting chunks | "The plan I'd briefed was suddenly dead, and people were looking at me for the next move. I didn't panic or improvise blindly. I fell back to the contingency I'd already sketched..."
3 LS_85 Persuasion 0.998 0.393 0.998 Interview | chunk 17 | 7 supporting chunks | "In reality logistics is constant improvisation and persuasion — half my job was convincing units outside my command to cooperate. I'm adaptable and I lead by trust far more than..."
4 LS_75 Situational awareness and presence of mind (Nunchi) 0.996 0.324 0.996 Interview | chunk 12 | 6 supporting chunks | "You argue before, then commit after. It can be, but staying silent when I see a real risk is worse. I learned to disagree respectfully and with evidence, not emotion. A good lea..."
5 LS_73 Speed solutions real-time in-conversation problem-solving 0.996 0.881 0.996 Interview | chunk 14 | 16 supporting chunks | "The stereotype is rigid; I'd disprove it by being the steady, fair person they can count on. I spent most of it up front, on the plan and the contingencies, because an hour of p..."
6 LS_77 Tech utilization initiative 0.994 0.754 0.994 Interview | chunk 13 | 13 supporting chunks | "The number-crunching is exactly the kind of thing that should be automated. Leading people through a bad day, making the judgment call when the model's assumptions break, and ta..."
7 LS_71 Wabi-sabi 0.987 0.752 0.987 Interview | chunk 7 | 13 supporting chunks | "After a near-miss I made a simple shared board updated every shift. Boring, but it removed a single point of failure. Most of my improvements were unglamorous fixes like that. I..."
8 LS_76 Tech innovation ideation 0.976 0.339 0.976 Portfolio | chunk 23 | 4 supporting chunks | "Selected work: - Led resupply operations for several hundred personnel across difficult terrain with zero critical shortages. - Built redundancy and cross-training into supply l..."
9 LS_78 Asking stupid unexpected questions 0.963 0.171 0.963 Cover letter | chunk 21 | 5 supporting chunks | "I built redundancy into every critical line, cross-trained my team so no single person was a bottleneck, and we never once ran a unit short. That wasn't luck; it was assuming th..."
10 LS_84 Mood setting and mood management 0.102 0.102 0.781 clear evidence absent
11 LS_81 Creating first/lasting impressions 0.076 0.076 0.817 clear evidence absent
12 LS_80 Unconventional storytelling 0.072 0.072 0.262 clear evidence absent
13 LS_79 Openness to outlandish absurd ideas 0.040 0.040 0.183 clear evidence absent
14 LS_74 Aesthetic improvements 0.027 0.027 0.395 clear evidence absent
15 LS_82 Imagination escalation via conversation 0.016 0.016 0.190 clear evidence absent
Skills — foundations of your thought process23 chunks · spike 0.96
Low reliability This model looks low-confidence for this input. Too many atom scores are saturating at the top and bottom ends for the amount of evidence collected. 18/25 high-extreme atoms (>= 0.97), 0/25 low-extreme atoms (<= 0.03), 23 chunks, 1791 words.

Reliable top 5

ID Label FinalAverageSpike Support
LS_25 Curiosity
spike promoted
A domain-agnostic drive to ask significant questions and seek out answers independently or through others.
 1.000 0.876 1.000 Interview | chunk 18 | 15 supporting chunks | "When units that don't report to each other move like one team because the trust is already built. The best operations felt frictionless — I'd ask, they'd deliver, no politics —..."
LS_4 Contextual adaptability
spike promoted
The capacity to rapidly swap contexts—geographical, cultural, or domain-specific—when analyzing a problem. Highly efficient at absorbing new information.
 0.999 0.510 0.999 Cover letter | chunk 22 | 8 supporting chunks | "I know I have to learn civilian tools and a different culture, and I'm honest about that. But calm, reliable operations under pressure is not a skill I have to acquire — it's th..."
LS_21 Self-reflection
spike promoted
The capacity to accurately reflect on one's own thought processes, behaviors, and motivations retrospectively.
 0.999 0.873 0.999 Interview | chunk 8 | 14 supporting chunks | "For reversible things I move fast and correct as I learn. For the ones I can't undo — anything risking safety — I slow down and get more eyes on it. Knowing which is which is th..."
LS_1 Abstraction capacity
spike promoted
The ability to identify the core essence of a situation, concept, object, or idea and extract key features and properties to apply them in different contexts. Skilled at 'zooming' between micro-details and macro-structures.
 0.999 0.554 0.999 Interview | chunk 2 | 7 supporting chunks | "That mindset is the core of how I still operate. I ran resupply for several hundred personnel spread across rough terrain with transport we couldn't fully trust. Fuel, food, med..."
LS_27 Realistically bound imagination
spike promoted
The ability to imagine realistic scenarios that are heavily grounded in realistic constraints and sustained by a logical foundation.
 0.999 0.923 0.999 Interview | chunk 7 | 17 supporting chunks | "After a near-miss I made a simple shared board updated every shift. Boring, but it removed a single point of failure. Most of my improvements were unglamorous fixes like that. I..."

Spike-promoted atoms

IDLabelFinalAverageSpikeSupport
LS_25 Curiosity 1.000 0.876 1.000 Interview | chunk 18 | 15 supporting chunks | "When units that don't report to each other move like one team because the trust is already built. The best operations felt frictionless — I'd ask, they'd deliver, no politics —..."
LS_4 Contextual adaptability 0.999 0.510 0.999 Cover letter | chunk 22 | 8 supporting chunks | "I know I have to learn civilian tools and a different culture, and I'm honest about that. But calm, reliable operations under pressure is not a skill I have to acquire — it's th..."
LS_21 Self-reflection 0.999 0.873 0.999 Interview | chunk 8 | 14 supporting chunks | "For reversible things I move fast and correct as I learn. For the ones I can't undo — anything risking safety — I slow down and get more eyes on it. Knowing which is which is th..."
LS_1 Abstraction capacity 0.999 0.554 0.999 Interview | chunk 2 | 7 supporting chunks | "That mindset is the core of how I still operate. I ran resupply for several hundred personnel spread across rough terrain with transport we couldn't fully trust. Fuel, food, med..."
LS_27 Realistically bound imagination 0.999 0.923 0.999 Interview | chunk 7 | 17 supporting chunks | "After a near-miss I made a simple shared board updated every shift. Boring, but it removed a single point of failure. Most of my improvements were unglamorous fixes like that. I..."

Strong shifts across chunks

  • Chunk 1 (75 words) — Interview | "The essence was making sure the right people and supplies reached the right place on time, no matter what went wrong. I planned the movement, led the team executing it, and owne..." : LS_14 Real-time problem-solving (0.996) · LS_25 Curiosity (0.985) · LS_27 Realistically bound imagination (0.966)
  • Chunk 2 (79 words) — Interview | "That mindset is the core of how I still operate. I ran resupply for several hundred personnel spread across rough terrain with transport we couldn't fully trust. Fuel, food, med..." : LS_1 Abstraction capacity (0.999) · LS_7 Procedural thinking (0.968)
  • Chunk 3 (78 words) — Interview | "We never ran a unit short. That wasn't luck; it was assuming failure and designing around it. By being clear about what a shortage actually costs versus what a backup costs. Whe..." : LS_14 Real-time problem-solving (0.994) · LS_27 Realistically bound imagination (0.994) · LS_7 Procedural thinking (0.979)
  • Chunk 4 (77 words) — Interview | "The plan I'd briefed was suddenly dead, and people were looking at me for the next move. I didn't panic or improvise blindly. I fell back to the contingency I'd already sketched..." : LS_14 Real-time problem-solving (0.997) · LS_22 Self-monitoring (0.965)
  • Chunk 5 (80 words) — Interview | "People can handle a crisis if they trust the person directing it. My job was to be the steady point they could organize around. By being fair, being clear, and never asking for..." : LS_7 Procedural thinking (0.990) · LS_17 Goal-creation (0.989) · LS_25 Curiosity (0.989) · LS_27 Realistically bound imagination (0.969)
  • Chunk 6 (86 words) — Interview | "I pulled him aside privately, acknowledged his drive, and made the risk concrete. Praising in public and correcting in private kept his respect while fixing the behavior. He bec..." : LS_5 Goal-driven interaction (0.980) · LS_24 Feedback adaptibility (0.972)
  • Chunk 7 (80 words) — Interview | "After a near-miss I made a simple shared board updated every shift. Boring, but it removed a single point of failure. Most of my improvements were unglamorous fixes like that. I..." : LS_27 Realistically bound imagination (0.999) · LS_2 Long-term conceptualization (0.992) · LS_17 Goal-creation (0.988) · LS_21 Self-reflection (0.983) · LS_24 Feedback adaptibility (0.974)
  • Chunk 8 (80 words) — Interview | "For reversible things I move fast and correct as I learn. For the ones I can't undo — anything risking safety — I slow down and get more eyes on it. Knowing which is which is th..." : LS_21 Self-reflection (0.999) · LS_24 Feedback adaptibility (0.983) · LS_4 Contextual adaptability (0.982) · LS_3 Interpersonal thought alignment (0.963)
  • Chunk 9 (75 words) — Interview | "The same way I learned any kit — get the manual, find someone who knows it, and practice on the real task until it's second nature. I'm not precious about being a beginner again..." : LS_14 Real-time problem-solving (0.998) · LS_16 Real-time theory building (0.993) · LS_4 Contextual adaptability (0.989) · LS_24 Feedback adaptibility (0.970) · LS_21 Self-reflection (0.963)
  • Chunk 10 (86 words) — Interview | "Grace under pressure and clear decision-making aren't things I need to acquire. One with a clear mission and real responsibility, where reliability is valued. I thrive when peop..." : LS_21 Self-reflection (0.994) · LS_27 Realistically bound imagination (0.991) · LS_7 Procedural thinking (0.984) · LS_5 Goal-driven interaction (0.980) · LS_17 Goal-creation (0.979)
  • Chunk 11 (84 words) — Interview | "I did that constantly — coordinating with units outside my chain of command. You do it by being reliable and reciprocal. If I always deliver what I promise and help them when th..." : LS_22 Self-monitoring (0.996) · LS_25 Curiosity (0.989) · LS_27 Realistically bound imagination (0.988) · LS_14 Real-time problem-solving (0.982) · LS_16 Real-time theory building (0.976)
  • Chunk 12 (75 words) — Interview | "You argue before, then commit after. It can be, but staying silent when I see a real risk is worse. I learned to disagree respectfully and with evidence, not emotion. A good lea..." : LS_24 Feedback adaptibility (0.996) · LS_21 Self-reflection (0.994) · LS_16 Real-time theory building (0.967)
  • Chunk 13 (76 words) — Interview | "The number-crunching is exactly the kind of thing that should be automated. Leading people through a bad day, making the judgment call when the model's assumptions break, and ta..." : LS_7 Procedural thinking (0.998) · LS_24 Feedback adaptibility (0.997) · LS_21 Self-reflection (0.994) · LS_52 Mental-model-centric (0.993) · LS_14 Real-time problem-solving (0.984)
  • Chunk 14 (90 words) — Interview | "The stereotype is rigid; I'd disprove it by being the steady, fair person they can count on. I spent most of it up front, on the plan and the contingencies, because an hour of p..." : LS_7 Procedural thinking (0.989) · LS_27 Realistically bound imagination (0.983) · LS_17 Goal-creation (0.978) · LS_51 Data-centric (0.965)
  • Chunk 15 (91 words) — Interview | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..." : LS_5 Goal-driven interaction (0.996) · LS_3 Interpersonal thought alignment (0.994) · LS_17 Goal-creation (0.993) · LS_22 Self-monitoring (0.964)
  • Chunk 16 (79 words) — Interview | "And I'd mentally offload once a decision was made rather than churning on it. You can't carry every 'what if' and still lead the next day. I noticed our resupply requests always..." : LS_14 Real-time problem-solving (0.992) · LS_7 Procedural thinking (0.987) · LS_54 Ungodly pattern recognition (0.968) · LS_22 Self-monitoring (0.961)
  • Chunk 17 (91 words) — Interview | "In reality logistics is constant improvisation and persuasion — half my job was convincing units outside my command to cooperate. I'm adaptable and I lead by trust far more than..." : LS_22 Self-monitoring (0.998) · LS_24 Feedback adaptibility (0.996) · LS_3 Interpersonal thought alignment (0.990) · LS_4 Contextual adaptability (0.975)
  • Chunk 18 (81 words) — Interview | "When units that don't report to each other move like one team because the trust is already built. The best operations felt frictionless — I'd ask, they'd deliver, no politics —..." : LS_25 Curiosity (1.000) · LS_27 Realistically bound imagination (0.972)
  • Chunk 19 (63 words) — Interview | "I treat the transition like a new posting: learn the terrain before you try to lead on it. The operation would run smoothly enough that disruptions became routine instead of cri..." : LS_14 Real-time problem-solving (0.993) · LS_16 Real-time theory building (0.993) · LS_7 Procedural thinking (0.991) · LS_6 Cross-domain integration (0.990) · LS_2 Long-term conceptualization (0.979)
  • Chunk 20 (84 words) — Cover letter | "For twelve years my job was to make sure people, fuel, and supplies arrived where they were needed, on time, often in conditions where failure had real consequences. I was an ar..." : LS_6 Cross-domain integration (0.987) · LS_51 Data-centric (0.976)
  • Chunk 21 (80 words) — Cover letter | "I built redundancy into every critical line, cross-trained my team so no single person was a bottleneck, and we never once ran a unit short. That wasn't luck; it was assuming th..." : LS_25 Curiosity (0.989) · LS_21 Self-reflection (0.986) · LS_27 Realistically bound imagination (0.971)
  • Chunk 22 (40 words) — Cover letter | "I know I have to learn civilian tools and a different culture, and I'm honest about that. But calm, reliable operations under pressure is not a skill I have to acquire — it's th..." : LS_4 Contextual adaptability (0.999) · LS_6 Cross-domain integration (0.995) · LS_21 Self-reflection (0.986)
  • Chunk 23 (61 words) — Portfolio | "Selected work: - Led resupply operations for several hundred personnel across difficult terrain with zero critical shortages. - Built redundancy and cross-training into supply l..." : LS_51 Data-centric (0.997) · LS_14 Real-time problem-solving (0.987) · LS_7 Procedural thinking (0.984) · LS_17 Goal-creation (0.968)
Full ranked list
RankIDLabelFinalAverageSpikeSupport
1 LS_25 Curiosity 1.000 0.876 1.000 Interview | chunk 18 | 15 supporting chunks | "When units that don't report to each other move like one team because the trust is already built. The best operations felt frictionless — I'd ask, they'd deliver, no politics —..."
2 LS_4 Contextual adaptability 0.999 0.510 0.999 Cover letter | chunk 22 | 8 supporting chunks | "I know I have to learn civilian tools and a different culture, and I'm honest about that. But calm, reliable operations under pressure is not a skill I have to acquire — it's th..."
3 LS_21 Self-reflection 0.999 0.873 0.999 Interview | chunk 8 | 14 supporting chunks | "For reversible things I move fast and correct as I learn. For the ones I can't undo — anything risking safety — I slow down and get more eyes on it. Knowing which is which is th..."
4 LS_1 Abstraction capacity 0.999 0.554 0.999 Interview | chunk 2 | 7 supporting chunks | "That mindset is the core of how I still operate. I ran resupply for several hundred personnel spread across rough terrain with transport we couldn't fully trust. Fuel, food, med..."
5 LS_27 Realistically bound imagination 0.999 0.923 0.999 Interview | chunk 7 | 17 supporting chunks | "After a near-miss I made a simple shared board updated every shift. Boring, but it removed a single point of failure. Most of my improvements were unglamorous fixes like that. I..."
6 LS_7 Procedural thinking 0.998 0.916 0.998 Interview | chunk 13 | 18 supporting chunks | "The number-crunching is exactly the kind of thing that should be automated. Leading people through a bad day, making the judgment call when the model's assumptions break, and ta..."
7 LS_22 Self-monitoring 0.998 0.853 0.998 Interview | chunk 17 | 15 supporting chunks | "In reality logistics is constant improvisation and persuasion — half my job was convincing units outside my command to cooperate. I'm adaptable and I lead by trust far more than..."
8 LS_14 Real-time problem-solving 0.998 0.960 0.998 Interview | chunk 9 | 21 supporting chunks | "The same way I learned any kit — get the manual, find someone who knows it, and practice on the real task until it's second nature. I'm not precious about being a beginner again..."
9 LS_51 Data-centric 0.997 0.831 0.997 Portfolio | chunk 23 | 15 supporting chunks | "Selected work: - Led resupply operations for several hundred personnel across difficult terrain with zero critical shortages. - Built redundancy and cross-training into supply l..."
10 LS_24 Feedback adaptibility 0.997 0.831 0.997 Interview | chunk 13 | 13 supporting chunks | "The number-crunching is exactly the kind of thing that should be automated. Leading people through a bad day, making the judgment call when the model's assumptions break, and ta..."
11 LS_5 Goal-driven interaction 0.996 0.778 0.996 Interview | chunk 15 | 15 supporting chunks | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..."
12 LS_6 Cross-domain integration 0.995 0.395 0.995 Cover letter | chunk 22 | 6 supporting chunks | "I know I have to learn civilian tools and a different culture, and I'm honest about that. But calm, reliable operations under pressure is not a skill I have to acquire — it's th..."
13 LS_3 Interpersonal thought alignment 0.994 0.622 0.994 Interview | chunk 15 | 11 supporting chunks | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..."
14 LS_16 Real-time theory building 0.993 0.762 0.993 Interview | chunk 19 | 13 supporting chunks | "I treat the transition like a new posting: learn the terrain before you try to lead on it. The operation would run smoothly enough that disruptions became routine instead of cri..."
15 LS_17 Goal-creation 0.993 0.862 0.993 Interview | chunk 15 | 17 supporting chunks | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..."
16 LS_52 Mental-model-centric 0.993 0.652 0.993 Interview | chunk 13 | 12 supporting chunks | "The number-crunching is exactly the kind of thing that should be automated. Leading people through a bad day, making the judgment call when the model's assumptions break, and ta..."
17 LS_2 Long-term conceptualization 0.992 0.483 0.992 Interview | chunk 7 | 8 supporting chunks | "After a near-miss I made a simple shared board updated every shift. Boring, but it removed a single point of failure. Most of my improvements were unglamorous fixes like that. I..."
18 LS_50 Language-centric 0.975 0.613 0.975 Interview | chunk 11 | 9 supporting chunks | "I did that constantly — coordinating with units outside my chain of command. You do it by being reliable and reciprocal. If I always deliver what I promise and help them when th..."
19 LS_54 Ungodly pattern recognition 0.970 0.584 0.970 Interview | chunk 19 | 8 supporting chunks | "I treat the transition like a new posting: learn the terrain before you try to lead on it. The operation would run smoothly enough that disruptions became routine instead of cri..."
20 LS_53 Non-linguistic symbolic thinking 0.358 0.358 0.951 Interview | chunk 7 | 4 supporting chunks | "After a near-miss I made a simple shared board updated every shift. Boring, but it removed a single point of failure. Most of my improvements were unglamorous fixes like that. I..."
21 LS_23 Post-conversation analysis 0.352 0.352 0.951 Interview | chunk 12 | 7 supporting chunks | "You argue before, then commit after. It can be, but staying silent when I see a real risk is worse. I learned to disagree respectfully and with evidence, not emotion. A good lea..."
22 LS_15 Cognitive flexibility 0.212 0.212 0.814 clear evidence absent
23 LS_0 Big vision-oriented thinking 0.182 0.182 0.899 clear evidence absent
24 LS_28 Creatively integrated imagination 0.158 0.158 0.929 clear evidence absent
25 LS_26 Fantastical imagination 0.067 0.067 0.801 clear evidence absent
Skills — hands-on & physical23 chunks · spike 0.96
Low reliability This model looks low-confidence for this input. Too many atom scores are saturating at the top and bottom ends for the amount of evidence collected. 26/46 high-extreme atoms (>= 0.97), 9/46 low-extreme atoms (<= 0.03), 23 chunks, 1791 words.

Reliable top 5

ID Label FinalAverageSpike Support
LS_12 Efficiency prioritization
spike promoted
An implicit focus on achieving goals by first identifying redundancies, bottlenecks, and errors to optimize the foundation of a process.
 1.000 0.919 1.000 Interview | chunk 3 | 14 supporting chunks | "We never ran a unit short. That wasn't luck; it was assuming failure and designing around it. By being clear about what a shortage actually costs versus what a backup costs. Whe..."
LS_35 Rigid focus
spike promoted
The ability to withstand distractions and competing priorities to ensure the smooth execution of a pre-decided goal.
 1.000 0.387 1.000 Interview | chunk 9 | 7 supporting chunks | "The same way I learned any kit — get the manual, find someone who knows it, and practice on the real task until it's second nature. I'm not precious about being a beginner again..."
LS_20 Certainty conversion
spike promoted
The creative ability to transform uncertain scenarios into structured problem spaces with tangible solutions using reference frames.
 1.000 0.374 1.000 Interview | chunk 7 | 9 supporting chunks | "After a near-miss I made a simple shared board updated every shift. Boring, but it removed a single point of failure. Most of my improvements were unglamorous fixes like that. I..."
LS_56 Rigid boundary thinking
spike promoted
Acquires concepts with strict technical definitions and adheres to them precisely.
 1.000 0.841 1.000 Interview | chunk 14 | 13 supporting chunks | "The stereotype is rigid; I'd disprove it by being the steady, fair person they can count on. I spent most of it up front, on the plan and the contingencies, because an hour of p..."
LS_42 Trust inspiring
spike promoted
The ability to engender trust through actions, consistent framing, and transparent communication.
 1.000 0.484 1.000 Interview | chunk 18 | 9 supporting chunks | "When units that don't report to each other move like one team because the trust is already built. The best operations felt frictionless — I'd ask, they'd deliver, no politics —..."

Spike-promoted atoms

IDLabelFinalAverageSpikeSupport
LS_12 Efficiency prioritization 1.000 0.919 1.000 Interview | chunk 3 | 14 supporting chunks | "We never ran a unit short. That wasn't luck; it was assuming failure and designing around it. By being clear about what a shortage actually costs versus what a backup costs. Whe..."
LS_35 Rigid focus 1.000 0.387 1.000 Interview | chunk 9 | 7 supporting chunks | "The same way I learned any kit — get the manual, find someone who knows it, and practice on the real task until it's second nature. I'm not precious about being a beginner again..."
LS_20 Certainty conversion 1.000 0.374 1.000 Interview | chunk 7 | 9 supporting chunks | "After a near-miss I made a simple shared board updated every shift. Boring, but it removed a single point of failure. Most of my improvements were unglamorous fixes like that. I..."
LS_56 Rigid boundary thinking 1.000 0.841 1.000 Interview | chunk 14 | 13 supporting chunks | "The stereotype is rigid; I'd disprove it by being the steady, fair person they can count on. I spent most of it up front, on the plan and the contingencies, because an hour of p..."
LS_42 Trust inspiring 1.000 0.484 1.000 Interview | chunk 18 | 9 supporting chunks | "When units that don't report to each other move like one team because the trust is already built. The best operations felt frictionless — I'd ask, they'd deliver, no politics —..."

Strong shifts across chunks

  • Chunk 1 (75 words) — Interview | "The essence was making sure the right people and supplies reached the right place on time, no matter what went wrong. I planned the movement, led the team executing it, and owne..." : LS_13 Deconstructive Innovation curiosity (0.999) · LS_67 Result-oriented (0.969) · LS_40 Finishes work (0.964)
  • Chunk 2 (79 words) — Interview | "That mindset is the core of how I still operate. I ran resupply for several hundred personnel spread across rough terrain with transport we couldn't fully trust. Fuel, food, med..." : LS_12 Efficiency prioritization (0.996) · LS_70 Time-space-oriented (0.992) · LS_62 Walking and travel strain (0.981) · LS_63 Fitness demanding (0.964) · LS_56 Rigid boundary thinking (0.961)
  • Chunk 3 (78 words) — Interview | "We never ran a unit short. That wasn't luck; it was assuming failure and designing around it. By being clear about what a shortage actually costs versus what a backup costs. Whe..." : LS_12 Efficiency prioritization (1.000) · LS_13 Deconstructive Innovation curiosity (0.967)
  • Chunk 4 (77 words) — Interview | "The plan I'd briefed was suddenly dead, and people were looking at me for the next move. I didn't panic or improvise blindly. I fell back to the contingency I'd already sketched..." : LS_35 Rigid focus (0.993)
  • Chunk 5 (80 words) — Interview | "People can handle a crisis if they trust the person directing it. My job was to be the steady point they could organize around. By being fair, being clear, and never asking for..." : LS_12 Efficiency prioritization (1.000) · LS_42 Trust inspiring (0.999) · LS_48 Behavior analysis (0.999)
  • Chunk 6 (86 words) — Interview | "I pulled him aside privately, acknowledged his drive, and made the risk concrete. Praising in public and correcting in private kept his respect while fixing the behavior. He bec..." : LS_57 Predominantly narrow attention (0.999)
  • Chunk 7 (80 words) — Interview | "After a near-miss I made a simple shared board updated every shift. Boring, but it removed a single point of failure. Most of my improvements were unglamorous fixes like that. I..." : LS_20 Certainty conversion (1.000) · LS_56 Rigid boundary thinking (0.988)
  • Chunk 8 (80 words) — Interview | "For reversible things I move fast and correct as I learn. For the ones I can't undo — anything risking safety — I slow down and get more eyes on it. Knowing which is which is th..." : LS_56 Rigid boundary thinking (0.999) · LS_44 Available tools (0.998) · LS_11 Tool-driven mindset (0.998) · LS_12 Efficiency prioritization (0.997) · LS_41 Balance restoring (0.991)
  • Chunk 9 (75 words) — Interview | "The same way I learned any kit — get the manual, find someone who knows it, and practice on the real task until it's second nature. I'm not precious about being a beginner again..." : LS_35 Rigid focus (1.000)
  • Chunk 10 (86 words) — Interview | "Grace under pressure and clear decision-making aren't things I need to acquire. One with a clear mission and real responsibility, where reliability is valued. I thrive when peop..." : LS_42 Trust inspiring (0.995) · LS_9 Empathy-driven collaboration (0.993) · LS_65 Collaborative-Team excellence (0.993) · LS_41 Balance restoring (0.985) · LS_47 Task-focused (0.982)
  • Chunk 11 (84 words) — Interview | "I did that constantly — coordinating with units outside my chain of command. You do it by being reliable and reciprocal. If I always deliver what I promise and help them when th..." : LS_56 Rigid boundary thinking (1.000) · LS_37 Instruction and protocol mastery (0.993) · LS_42 Trust inspiring (0.988) · LS_19 Control over certainty (0.964)
  • Chunk 12 (75 words) — Interview | "You argue before, then commit after. It can be, but staying silent when I see a real risk is worse. I learned to disagree respectfully and with evidence, not emotion. A good lea..." : LS_48 Behavior analysis (0.998) · LS_11 Tool-driven mindset (0.966)
  • Chunk 13 (76 words) — Interview | "The number-crunching is exactly the kind of thing that should be automated. Leading people through a bad day, making the judgment call when the model's assumptions break, and ta..." : LS_56 Rigid boundary thinking (0.999) · LS_37 Instruction and protocol mastery (0.993) · LS_19 Control over certainty (0.993) · LS_70 Time-space-oriented (0.991) · LS_66 Process-oriented (0.962)
  • Chunk 14 (90 words) — Interview | "The stereotype is rigid; I'd disprove it by being the steady, fair person they can count on. I spent most of it up front, on the plan and the contingencies, because an hour of p..." : LS_56 Rigid boundary thinking (1.000) · LS_13 Deconstructive Innovation curiosity (0.999) · LS_20 Certainty conversion (0.990) · LS_66 Process-oriented (0.964)
  • Chunk 15 (91 words) — Interview | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..." : LS_12 Efficiency prioritization (1.000) · LS_41 Balance restoring (0.999) · LS_37 Instruction and protocol mastery (0.999) · LS_35 Rigid focus (0.997) · LS_40 Finishes work (0.996)
  • Chunk 16 (79 words) — Interview | "And I'd mentally offload once a decision was made rather than churning on it. You can't carry every 'what if' and still lead the next day. I noticed our resupply requests always..." : LS_40 Finishes work (0.998) · LS_35 Rigid focus (0.993) · LS_36 Free thinking with decision-making (0.986) · LS_12 Efficiency prioritization (0.981) · LS_56 Rigid boundary thinking (0.972)
  • Chunk 17 (91 words) — Interview | "In reality logistics is constant improvisation and persuasion — half my job was convincing units outside my command to cooperate. I'm adaptable and I lead by trust far more than..." : LS_42 Trust inspiring (0.998) · LS_48 Behavior analysis (0.996) · LS_11 Tool-driven mindset (0.990) · LS_68 Quality-oriented (0.966) · LS_67 Result-oriented (0.963)
  • Chunk 18 (81 words) — Interview | "When units that don't report to each other move like one team because the trust is already built. The best operations felt frictionless — I'd ask, they'd deliver, no politics —..." : LS_42 Trust inspiring (1.000) · LS_9 Empathy-driven collaboration (0.982)
  • Chunk 19 (63 words) — Interview | "I treat the transition like a new posting: learn the terrain before you try to lead on it. The operation would run smoothly enough that disruptions became routine instead of cri..." : LS_68 Quality-oriented (0.995) · LS_42 Trust inspiring (0.968)
  • Chunk 20 (84 words) — Cover letter | "For twelve years my job was to make sure people, fuel, and supplies arrived where they were needed, on time, often in conditions where failure had real consequences. I was an ar..." : LS_70 Time-space-oriented (1.000) · LS_40 Finishes work (0.987) · LS_56 Rigid boundary thinking (0.977) · LS_12 Efficiency prioritization (0.970) · LS_67 Result-oriented (0.961)
  • Chunk 21 (80 words) — Cover letter | "I built redundancy into every critical line, cross-trained my team so no single person was a bottleneck, and we never once ran a unit short. That wasn't luck; it was assuming th..." : LS_12 Efficiency prioritization (1.000) · LS_18 Control over ambiguity (0.982)
  • Chunk 22 (40 words) — Cover letter | "I know I have to learn civilian tools and a different culture, and I'm honest about that. But calm, reliable operations under pressure is not a skill I have to acquire — it's th..." : LS_44 Available tools (0.997) · LS_11 Tool-driven mindset (0.967)
  • Chunk 23 (61 words) — Portfolio | "Selected work: - Led resupply operations for several hundred personnel across difficult terrain with zero critical shortages. - Built redundancy and cross-training into supply l..." : LS_12 Efficiency prioritization (0.961)
Full ranked list
RankIDLabelFinalAverageSpikeSupport
1 LS_12 Efficiency prioritization 1.000 0.919 1.000 Interview | chunk 3 | 14 supporting chunks | "We never ran a unit short. That wasn't luck; it was assuming failure and designing around it. By being clear about what a shortage actually costs versus what a backup costs. Whe..."
2 LS_35 Rigid focus 1.000 0.387 1.000 Interview | chunk 9 | 7 supporting chunks | "The same way I learned any kit — get the manual, find someone who knows it, and practice on the real task until it's second nature. I'm not precious about being a beginner again..."
3 LS_20 Certainty conversion 1.000 0.374 1.000 Interview | chunk 7 | 9 supporting chunks | "After a near-miss I made a simple shared board updated every shift. Boring, but it removed a single point of failure. Most of my improvements were unglamorous fixes like that. I..."
4 LS_56 Rigid boundary thinking 1.000 0.841 1.000 Interview | chunk 14 | 13 supporting chunks | "The stereotype is rigid; I'd disprove it by being the steady, fair person they can count on. I spent most of it up front, on the plan and the contingencies, because an hour of p..."
5 LS_42 Trust inspiring 1.000 0.484 1.000 Interview | chunk 18 | 9 supporting chunks | "When units that don't report to each other move like one team because the trust is already built. The best operations felt frictionless — I'd ask, they'd deliver, no politics —..."
6 LS_70 Time-space-oriented 1.000 0.457 1.000 Cover letter | chunk 20 | 4 supporting chunks | "For twelve years my job was to make sure people, fuel, and supplies arrived where they were needed, on time, often in conditions where failure had real consequences. I was an ar..."
7 LS_41 Balance restoring 0.999 0.224 0.999 Interview | chunk 15 | 7 supporting chunks | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..."
8 LS_13 Deconstructive Innovation curiosity 0.999 0.572 0.999 Interview | chunk 14 | 9 supporting chunks | "The stereotype is rigid; I'd disprove it by being the steady, fair person they can count on. I spent most of it up front, on the plan and the contingencies, because an hour of p..."
9 LS_57 Predominantly narrow attention 0.999 0.073 0.999 Interview | chunk 6 | 3 supporting chunks | "I pulled him aside privately, acknowledged his drive, and made the risk concrete. Praising in public and correcting in private kept his respect while fixing the behavior. He bec..."
10 LS_37 Instruction and protocol mastery 0.999 0.236 0.999 Interview | chunk 15 | 5 supporting chunks | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..."
11 LS_48 Behavior analysis 0.999 0.403 0.999 Interview | chunk 5 | 7 supporting chunks | "People can handle a crisis if they trust the person directing it. My job was to be the steady point they could organize around. By being fair, being clear, and never asking for..."
12 LS_44 Available tools 0.998 0.384 0.998 Interview | chunk 8 | 7 supporting chunks | "For reversible things I move fast and correct as I learn. For the ones I can't undo — anything risking safety — I slow down and get more eyes on it. Knowing which is which is th..."
13 LS_40 Finishes work 0.998 0.545 0.998 Interview | chunk 16 | 9 supporting chunks | "And I'd mentally offload once a decision was made rather than churning on it. You can't carry every 'what if' and still lead the next day. I noticed our resupply requests always..."
14 LS_11 Tool-driven mindset 0.998 0.225 0.998 Interview | chunk 8 | 7 supporting chunks | "For reversible things I move fast and correct as I learn. For the ones I can't undo — anything risking safety — I slow down and get more eyes on it. Knowing which is which is th..."
15 LS_18 Control over ambiguity 0.995 0.349 0.995 Interview | chunk 15 | 8 supporting chunks | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..."
16 LS_68 Quality-oriented 0.995 0.417 0.995 Interview | chunk 19 | 7 supporting chunks | "I treat the transition like a new posting: learn the terrain before you try to lead on it. The operation would run smoothly enough that disruptions became routine instead of cri..."
17 LS_62 Walking and travel strain 0.993 0.260 0.993 Interview | chunk 15 | 6 supporting chunks | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..."
18 LS_9 Empathy-driven collaboration 0.993 0.120 0.993 Interview | chunk 10 | 5 supporting chunks | "Grace under pressure and clear decision-making aren't things I need to acquire. One with a clear mission and real responsibility, where reliability is valued. I thrive when peop..."
19 LS_19 Control over certainty 0.993 0.374 0.993 Interview | chunk 13 | 7 supporting chunks | "The number-crunching is exactly the kind of thing that should be automated. Leading people through a bad day, making the judgment call when the model's assumptions break, and ta..."
20 LS_65 Collaborative-Team excellence 0.993 0.033 0.993 Interview | chunk 10 | 2 supporting chunks | "Grace under pressure and clear decision-making aren't things I need to acquire. One with a clear mission and real responsibility, where reliability is valued. I thrive when peop..."
21 LS_69 Quantity-oriented 0.993 0.104 0.993 Interview | chunk 15 | 4 supporting chunks | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..."
22 LS_47 Task-focused 0.992 0.362 0.992 Interview | chunk 15 | 7 supporting chunks | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..."
23 LS_32 Expertise 0.987 0.179 0.987 Interview | chunk 15 | 7 supporting chunks | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..."
24 LS_36 Free thinking with decision-making 0.986 0.265 0.986 Interview | chunk 16 | 8 supporting chunks | "And I'd mentally offload once a decision was made rather than churning on it. You can't carry every 'what if' and still lead the next day. I noticed our resupply requests always..."
25 LS_67 Result-oriented 0.980 0.382 0.980 Interview | chunk 8 | 7 supporting chunks | "For reversible things I move fast and correct as I learn. For the ones I can't undo — anything risking safety — I slow down and get more eyes on it. Knowing which is which is th..."
26 LS_8 Interpersonal warmth 0.979 0.088 0.979 Interview | chunk 15 | 2 supporting chunks | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..."
27 LS_49 Depth and breadth of varied social experiences 0.965 0.056 0.965 Interview | chunk 15 | 3 supporting chunks | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..."
28 LS_63 Fitness demanding 0.964 0.040 0.964 Interview | chunk 2 | 4 supporting chunks | "That mindset is the core of how I still operate. I ran resupply for several hundred personnel spread across rough terrain with transport we couldn't fully trust. Fuel, food, med..."
29 LS_66 Process-oriented 0.964 0.262 0.964 Interview | chunk 14 | 7 supporting chunks | "The stereotype is rigid; I'd disprove it by being the steady, fair person they can count on. I spent most of it up front, on the plan and the contingencies, because an hour of p..."
30 LS_55 Fuzzy boundary thinking 0.962 0.017 0.962 Interview | chunk 15 | 1 supporting chunk | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..."
31 LS_34 Accommodating attitude 0.243 0.243 0.941 clear evidence absent
32 LS_64 Independent-individualistic excellence 0.186 0.186 0.916 clear evidence absent
33 LS_31 Emotion articulation 0.095 0.095 0.956 clear evidence absent
34 LS_59 Flexible attention 0.079 0.079 0.925 clear evidence absent
35 LS_45 Blank canvas approach 0.074 0.074 0.843 clear evidence absent
36 LS_29 Verbal articulation 0.067 0.067 0.927 clear evidence absent
37 LS_33 Niche knowledge 0.038 0.038 0.938 clear evidence absent
38 LS_38 Begins task 0.029 0.029 0.885 clear evidence absent
39 LS_58 Predominantly wide attention 0.022 0.022 0.873 clear evidence absent
40 LS_61 Gross motor dexterity 0.020 0.020 0.888 clear evidence absent
41 LS_30 Visual articulation 0.015 0.015 0.689 clear evidence absent
42 LS_60 Fine motor dexterity 0.012 0.012 0.910 clear evidence absent
43 LS_39 Improves work 0.009 0.009 0.836 clear evidence absent
44 LS_10 Social curiosity 0.008 0.008 0.822 clear evidence absent
45 LS_43 Multi-stimulus 0.004 0.004 0.821 clear evidence absent
46 LS_46 Social scaffolding 0.003 0.003 0.892 clear evidence absent

Behaviors (PT)

Observable style signals in how the person tends to act, respond, and work.

Behaviors — style set A23 chunks · spike 0.70
High reliability This model stayed within a normal score range for the amount of evidence collected. 0/18 high-extreme atoms (>= 0.97), 11/18 low-extreme atoms (<= 0.08), 23 chunks, 1791 words.

Reliable top 5

ID Label FinalAverageSpike Support
PT_1_low Need for cognition (low)
spike promoted
Prefers to do something familiar without too much creative or novel thinking. Does not seek challenges. Does the minimum requirement.
 0.876 0.124 0.876 Interview | chunk 16 | 3 supporting chunks | "And I'd mentally offload once a decision was made rather than churning on it. You can't carry every 'what if' and still lead the next day. I noticed our resupply requests always..."
PT_0_low Tolerance for uncertainty (low)
spike promoted
Needs to know what is happening next in class or what comes in the exam. Effort goes into planning and seek more information regularly. High curiousity, anxiety.
 0.842 0.174 0.842 Interview | chunk 8 | 3 supporting chunks | "For reversible things I move fast and correct as I learn. For the ones I can't undo — anything risking safety — I slow down and get more eyes on it. Knowing which is which is th..."
PT_5_low Social Value Orientation (low)
spike promoted
Pro-self, Competitive, Individualisitic.
 0.831 0.266 0.831 Interview | chunk 11 | 7 supporting chunks | "I did that constantly — coordinating with units outside my chain of command. You do it by being reliable and reciprocal. If I always deliver what I promise and help them when th..."
PT_7_high Grit (high)
spike promoted
Shows high commitment toward long term goals. Maintains effort and passion despite of boredom.
 0.819 0.273 0.819 Interview | chunk 10 | 8 supporting chunks | "Grace under pressure and clear decision-making aren't things I need to acquire. One with a clear mission and real responsibility, where reliability is valued. I thrive when peop..."
PT_4_high Sensory processing sensitivity (high)
spike promoted
Strong experience of emotions and sensations. Needs recovery time from heavy stimulation. Fatigue, feeling hurt, high compassion.
 0.753 0.014 0.753 Cover letter | chunk 22 | 1 supporting chunk | "I know I have to learn civilian tools and a different culture, and I'm honest about that. But calm, reliable operations under pressure is not a skill I have to acquire — it's th..."

Spike-promoted atoms

IDLabelFinalAverageSpikeSupport
PT_1_low Need for cognition (low) 0.876 0.124 0.876 Interview | chunk 16 | 3 supporting chunks | "And I'd mentally offload once a decision was made rather than churning on it. You can't carry every 'what if' and still lead the next day. I noticed our resupply requests always..."
PT_0_low Tolerance for uncertainty (low) 0.842 0.174 0.842 Interview | chunk 8 | 3 supporting chunks | "For reversible things I move fast and correct as I learn. For the ones I can't undo — anything risking safety — I slow down and get more eyes on it. Knowing which is which is th..."
PT_5_low Social Value Orientation (low) 0.831 0.266 0.831 Interview | chunk 11 | 7 supporting chunks | "I did that constantly — coordinating with units outside my chain of command. You do it by being reliable and reciprocal. If I always deliver what I promise and help them when th..."
PT_7_high Grit (high) 0.819 0.273 0.819 Interview | chunk 10 | 8 supporting chunks | "Grace under pressure and clear decision-making aren't things I need to acquire. One with a clear mission and real responsibility, where reliability is valued. I thrive when peop..."
PT_4_high Sensory processing sensitivity (high) 0.753 0.014 0.753 Cover letter | chunk 22 | 1 supporting chunk | "I know I have to learn civilian tools and a different culture, and I'm honest about that. But calm, reliable operations under pressure is not a skill I have to acquire — it's th..."

Strong shifts across chunks

  • Chunk 1 (75 words) — Interview | "The essence was making sure the right people and supplies reached the right place on time, no matter what went wrong. I planned the movement, led the team executing it, and owne..." : PT_7_high Grit (high) (0.782)
  • Chunk 2 (79 words) — Interview | "That mindset is the core of how I still operate. I ran resupply for several hundred personnel spread across rough terrain with transport we couldn't fully trust. Fuel, food, med..." : PT_7_high Grit (high) (0.757)
  • Chunk 3 (78 words) — Interview | "We never ran a unit short. That wasn't luck; it was assuming failure and designing around it. By being clear about what a shortage actually costs versus what a backup costs. Whe..." : PT_5_low Social Value Orientation (low) (0.715)
  • Chunk 6 (86 words) — Interview | "I pulled him aside privately, acknowledged his drive, and made the risk concrete. Praising in public and correcting in private kept his respect while fixing the behavior. He bec..." : PT_5_low Social Value Orientation (low) (0.828) · PT_7_high Grit (high) (0.755)
  • Chunk 7 (80 words) — Interview | "After a near-miss I made a simple shared board updated every shift. Boring, but it removed a single point of failure. Most of my improvements were unglamorous fixes like that. I..." : PT_1_low Need for cognition (low) (0.862)
  • Chunk 8 (80 words) — Interview | "For reversible things I move fast and correct as I learn. For the ones I can't undo — anything risking safety — I slow down and get more eyes on it. Knowing which is which is th..." : PT_0_low Tolerance for uncertainty (low) (0.842)
  • Chunk 10 (86 words) — Interview | "Grace under pressure and clear decision-making aren't things I need to acquire. One with a clear mission and real responsibility, where reliability is valued. I thrive when peop..." : PT_7_high Grit (high) (0.819)
  • Chunk 11 (84 words) — Interview | "I did that constantly — coordinating with units outside my chain of command. You do it by being reliable and reciprocal. If I always deliver what I promise and help them when th..." : PT_5_low Social Value Orientation (low) (0.831)
  • Chunk 15 (91 words) — Interview | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..." : PT_8_low Need for achievement (low) (0.743)
  • Chunk 16 (79 words) — Interview | "And I'd mentally offload once a decision was made rather than churning on it. You can't carry every 'what if' and still lead the next day. I noticed our resupply requests always..." : PT_1_low Need for cognition (low) (0.876)
  • Chunk 18 (81 words) — Interview | "When units that don't report to each other move like one team because the trust is already built. The best operations felt frictionless — I'd ask, they'd deliver, no politics —..." : PT_5_low Social Value Orientation (low) (0.743)
  • Chunk 19 (63 words) — Interview | "I treat the transition like a new posting: learn the terrain before you try to lead on it. The operation would run smoothly enough that disruptions became routine instead of cri..." : PT_7_high Grit (high) (0.703)
  • Chunk 20 (84 words) — Cover letter | "For twelve years my job was to make sure people, fuel, and supplies arrived where they were needed, on time, often in conditions where failure had real consequences. I was an ar..." : PT_0_low Tolerance for uncertainty (low) (0.784)
  • Chunk 22 (40 words) — Cover letter | "I know I have to learn civilian tools and a different culture, and I'm honest about that. But calm, reliable operations under pressure is not a skill I have to acquire — it's th..." : PT_4_high Sensory processing sensitivity (high) (0.753)
Full ranked list
RankIDLabelFinalAverageSpikeSupport
1 PT_1_low Need for cognition (low) 0.876 0.124 0.876 Interview | chunk 16 | 3 supporting chunks | "And I'd mentally offload once a decision was made rather than churning on it. You can't carry every 'what if' and still lead the next day. I noticed our resupply requests always..."
2 PT_0_low Tolerance for uncertainty (low) 0.842 0.174 0.842 Interview | chunk 8 | 3 supporting chunks | "For reversible things I move fast and correct as I learn. For the ones I can't undo — anything risking safety — I slow down and get more eyes on it. Knowing which is which is th..."
3 PT_5_low Social Value Orientation (low) 0.831 0.266 0.831 Interview | chunk 11 | 7 supporting chunks | "I did that constantly — coordinating with units outside my chain of command. You do it by being reliable and reciprocal. If I always deliver what I promise and help them when th..."
4 PT_7_high Grit (high) 0.819 0.273 0.819 Interview | chunk 10 | 8 supporting chunks | "Grace under pressure and clear decision-making aren't things I need to acquire. One with a clear mission and real responsibility, where reliability is valued. I thrive when peop..."
5 PT_4_high Sensory processing sensitivity (high) 0.753 0.014 0.753 Cover letter | chunk 22 | 1 supporting chunk | "I know I have to learn civilian tools and a different culture, and I'm honest about that. But calm, reliable operations under pressure is not a skill I have to acquire — it's th..."
6 PT_8_low Need for achievement (low) 0.743 0.102 0.743 Interview | chunk 15 | 1 supporting chunk | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..."
7 PT_4_low Sensory processing sensitivity (low) 0.080 0.080 0.689 clear evidence absent
8 PT_0_high Tolerance for uncertainty (high) 0.070 0.070 0.575 clear evidence absent
9 PT_2_low Sensation seeking (low) 0.046 0.046 0.345 clear evidence absent
10 PT_3_low Autotelic personality (low) 0.036 0.036 0.308 clear evidence absent
11 PT_8_high Need for achievement (high) 0.032 0.032 0.377 clear evidence absent
12 PT_6_low Interpersonal reflective index (low) 0.027 0.027 0.178 clear evidence absent
13 PT_3_high Autotelic personality (high) 0.025 0.025 0.154 clear evidence absent
14 PT_5_high Social Value Orientation (high) 0.015 0.015 0.134 clear evidence absent
15 PT_7_low Grit (low) 0.012 0.012 0.344 clear evidence absent
16 PT_6_high Interpersonal reflective index (high) 0.009 0.009 0.111 clear evidence absent
17 PT_1_high Need for cognition (high) 0.008 0.008 0.132 clear evidence absent
18 PT_2_high Sensation seeking (high) 0.006 0.006 0.019 clear evidence absent
Behaviors — style set B23 chunks · spike 0.70
High reliability This model stayed within a normal score range for the amount of evidence collected. 1/10 high-extreme atoms (>= 0.97), 4/10 low-extreme atoms (<= 0.08), 23 chunks, 1791 words.

Reliable top 5

ID Label FinalAverageSpike Support
PT_11_low Agreeableness (low)
spike promoted
More competitive or skeptical. Stubborn, suspicious, Insulting and belittling others.
 0.982 0.353 0.982 Interview | chunk 17 | 9 supporting chunks | "In reality logistics is constant improvisation and persuasion — half my job was convincing units outside my command to cooperate. I'm adaptable and I lead by trust far more than..."
PT_9_low Conscentiousness (low)
spike promoted
Does not show much organization and planning. Has low attention to detail and lacks overall discipline.
 0.935 0.118 0.935 Interview | chunk 16 | 3 supporting chunks | "And I'd mentally offload once a decision was made rather than churning on it. You can't carry every 'what if' and still lead the next day. I noticed our resupply requests always..."
PT_9_high Conscentiousness (high)
spike promoted
Tends to show great discipline and organization skills. Is able to pay attention to detail and plan well.
 0.909 0.293 0.909 Interview | chunk 2 | 7 supporting chunks | "That mindset is the core of how I still operate. I ran resupply for several hundred personnel spread across rough terrain with transport we couldn't fully trust. Fuel, food, med..."
PT_10_low Openness to experience (low)
spike promoted
Prefers routine and tradition. Uncomfortable with change. Values practicality over novelty.
 0.871 0.222 0.871 Cover letter | chunk 22 | 3 supporting chunks | "I know I have to learn civilian tools and a different culture, and I'm honest about that. But calm, reliable operations under pressure is not a skill I have to acquire — it's th..."
PT_11_high Agreeableness (high)
spike promoted
Trusting, Altruistic, enjoy helping. Sympathetic.
 0.829 0.071 0.829 Interview | chunk 6 | 3 supporting chunks | "I pulled him aside privately, acknowledged his drive, and made the risk concrete. Praising in public and correcting in private kept his respect while fixing the behavior. He bec..."

Spike-promoted atoms

IDLabelFinalAverageSpikeSupport
PT_11_low Agreeableness (low) 0.982 0.353 0.982 Interview | chunk 17 | 9 supporting chunks | "In reality logistics is constant improvisation and persuasion — half my job was convincing units outside my command to cooperate. I'm adaptable and I lead by trust far more than..."
PT_9_low Conscentiousness (low) 0.935 0.118 0.935 Interview | chunk 16 | 3 supporting chunks | "And I'd mentally offload once a decision was made rather than churning on it. You can't carry every 'what if' and still lead the next day. I noticed our resupply requests always..."
PT_9_high Conscentiousness (high) 0.909 0.293 0.909 Interview | chunk 2 | 7 supporting chunks | "That mindset is the core of how I still operate. I ran resupply for several hundred personnel spread across rough terrain with transport we couldn't fully trust. Fuel, food, med..."
PT_10_low Openness to experience (low) 0.871 0.222 0.871 Cover letter | chunk 22 | 3 supporting chunks | "I know I have to learn civilian tools and a different culture, and I'm honest about that. But calm, reliable operations under pressure is not a skill I have to acquire — it's th..."
PT_11_high Agreeableness (high) 0.829 0.071 0.829 Interview | chunk 6 | 3 supporting chunks | "I pulled him aside privately, acknowledged his drive, and made the risk concrete. Praising in public and correcting in private kept his respect while fixing the behavior. He bec..."

Strong shifts across chunks

  • Chunk 2 (79 words) — Interview | "That mindset is the core of how I still operate. I ran resupply for several hundred personnel spread across rough terrain with transport we couldn't fully trust. Fuel, food, med..." : PT_9_high Conscentiousness (high) (0.909)
  • Chunk 3 (78 words) — Interview | "We never ran a unit short. That wasn't luck; it was assuming failure and designing around it. By being clear about what a shortage actually costs versus what a backup costs. Whe..." : PT_11_low Agreeableness (low) (0.921)
  • Chunk 4 (77 words) — Interview | "The plan I'd briefed was suddenly dead, and people were looking at me for the next move. I didn't panic or improvise blindly. I fell back to the contingency I'd already sketched..." : PT_9_low Conscentiousness (low) (0.814)
  • Chunk 5 (80 words) — Interview | "People can handle a crisis if they trust the person directing it. My job was to be the steady point they could organize around. By being fair, being clear, and never asking for..." : PT_11_low Agreeableness (low) (0.760)
  • Chunk 6 (86 words) — Interview | "I pulled him aside privately, acknowledged his drive, and made the risk concrete. Praising in public and correcting in private kept his respect while fixing the behavior. He bec..." : PT_11_high Agreeableness (high) (0.829)
  • Chunk 7 (80 words) — Interview | "After a near-miss I made a simple shared board updated every shift. Boring, but it removed a single point of failure. Most of my improvements were unglamorous fixes like that. I..." : PT_9_low Conscentiousness (low) (0.788)
  • Chunk 8 (80 words) — Interview | "For reversible things I move fast and correct as I learn. For the ones I can't undo — anything risking safety — I slow down and get more eyes on it. Knowing which is which is th..." : PT_10_low Openness to experience (low) (0.854) · PT_9_high Conscentiousness (high) (0.730)
  • Chunk 9 (75 words) — Interview | "The same way I learned any kit — get the manual, find someone who knows it, and practice on the real task until it's second nature. I'm not precious about being a beginner again..." : PT_10_low Openness to experience (low) (0.869)
  • Chunk 10 (86 words) — Interview | "Grace under pressure and clear decision-making aren't things I need to acquire. One with a clear mission and real responsibility, where reliability is valued. I thrive when peop..." : PT_9_high Conscentiousness (high) (0.870)
  • Chunk 11 (84 words) — Interview | "I did that constantly — coordinating with units outside my chain of command. You do it by being reliable and reciprocal. If I always deliver what I promise and help them when th..." : PT_11_low Agreeableness (low) (0.704)
  • Chunk 12 (75 words) — Interview | "You argue before, then commit after. It can be, but staying silent when I see a real risk is worse. I learned to disagree respectfully and with evidence, not emotion. A good lea..." : PT_11_low Agreeableness (low) (0.921)
  • Chunk 15 (91 words) — Interview | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..." : PT_11_low Agreeableness (low) (0.859)
  • Chunk 16 (79 words) — Interview | "And I'd mentally offload once a decision was made rather than churning on it. You can't carry every 'what if' and still lead the next day. I noticed our resupply requests always..." : PT_9_low Conscentiousness (low) (0.935)
  • Chunk 17 (91 words) — Interview | "In reality logistics is constant improvisation and persuasion — half my job was convincing units outside my command to cooperate. I'm adaptable and I lead by trust far more than..." : PT_11_low Agreeableness (low) (0.982)
  • Chunk 20 (84 words) — Cover letter | "For twelve years my job was to make sure people, fuel, and supplies arrived where they were needed, on time, often in conditions where failure had real consequences. I was an ar..." : PT_9_high Conscentiousness (high) (0.849)
  • Chunk 22 (40 words) — Cover letter | "I know I have to learn civilian tools and a different culture, and I'm honest about that. But calm, reliable operations under pressure is not a skill I have to acquire — it's th..." : PT_10_low Openness to experience (low) (0.871)
  • Chunk 23 (61 words) — Portfolio | "Selected work: - Led resupply operations for several hundred personnel across difficult terrain with zero critical shortages. - Built redundancy and cross-training into supply l..." : PT_9_high Conscentiousness (high) (0.761)
Full ranked list
RankIDLabelFinalAverageSpikeSupport
1 PT_11_low Agreeableness (low) 0.982 0.353 0.982 Interview | chunk 17 | 9 supporting chunks | "In reality logistics is constant improvisation and persuasion — half my job was convincing units outside my command to cooperate. I'm adaptable and I lead by trust far more than..."
2 PT_9_low Conscentiousness (low) 0.935 0.118 0.935 Interview | chunk 16 | 3 supporting chunks | "And I'd mentally offload once a decision was made rather than churning on it. You can't carry every 'what if' and still lead the next day. I noticed our resupply requests always..."
3 PT_9_high Conscentiousness (high) 0.909 0.293 0.909 Interview | chunk 2 | 7 supporting chunks | "That mindset is the core of how I still operate. I ran resupply for several hundred personnel spread across rough terrain with transport we couldn't fully trust. Fuel, food, med..."
4 PT_10_low Openness to experience (low) 0.871 0.222 0.871 Cover letter | chunk 22 | 3 supporting chunks | "I know I have to learn civilian tools and a different culture, and I'm honest about that. But calm, reliable operations under pressure is not a skill I have to acquire — it's th..."
5 PT_11_high Agreeableness (high) 0.829 0.071 0.829 Interview | chunk 6 | 3 supporting chunks | "I pulled him aside privately, acknowledged his drive, and made the risk concrete. Praising in public and correcting in private kept his respect while fixing the behavior. He bec..."
6 PT_13_low Neuroticism (low) 0.165 0.165 0.668 clear evidence absent
7 PT_12_low Extraversion (low) 0.019 0.019 0.135 clear evidence absent
8 PT_12_high Extraversion (high) 0.012 0.012 0.021 clear evidence absent
9 PT_13_high Neuroticism (high) 0.011 0.011 0.074 clear evidence absent
10 PT_10_high Openness to experience (high) 0.005 0.005 0.044 clear evidence absent

Motivations (SM)

Drivers and meaning-making patterns that appear in the input.

Motivations — what drives you23 chunks · spike 0.70
High reliability This model stayed within a normal score range for the amount of evidence collected. 3/24 high-extreme atoms (>= 0.97), 1/24 low-extreme atoms (<= 0.08), 23 chunks, 1791 words.

Reliable top 5

ID Label FinalAverageSpike Support
SM_16 Stress Testing & Vulnerability Discovery
spike promoted
Motivation to find holes and improvements by figuring out what breaks to make it more robust.
 0.985 0.690 0.985 Cover letter | chunk 20 | 11 supporting chunks | "For twelve years my job was to make sure people, fuel, and supplies arrived where they were needed, on time, often in conditions where failure had real consequences. I was an ar..."
SM_12 Individualistic Motivation
spike promoted
Motivation to take matters into ones own hands and come up with solutions and take independent actions or implement DIY solutions without waiting for seeking approvals or help.
 0.980 0.603 0.980 Interview | chunk 7 | 9 supporting chunks | "After a near-miss I made a simple shared board updated every shift. Boring, but it removed a single point of failure. Most of my improvements were unglamorous fixes like that. I..."
SM_8 Resilience & Adaptation
spike promoted
Motivation toward adapting and adjusting to work or goals or outcomes in the face of extreme change and disruption.
 0.978 0.593 0.978 Interview | chunk 9 | 12 supporting chunks | "The same way I learned any kit — get the manual, find someone who knows it, and practice on the real task until it's second nature. I'm not precious about being a beginner again..."
SM_20 Consistency & Equilibrium
spike promoted
Motivation to maintain a steady state and ensure that processes, environments, and outcomes remain predictable and harmonious over time.
 0.962 0.638 0.962 Interview | chunk 14 | 12 supporting chunks | "The stereotype is rigid; I'd disprove it by being the steady, fair person they can count on. I spent most of it up front, on the plan and the contingencies, because an hour of p..."
SM_19 Sacrificial Saving
spike promoted
Motivation to sacrifice or bear an unnecessary burden toward a valuable goal.
 0.957 0.525 0.957 Interview | chunk 15 | 8 supporting chunks | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..."

Spike-promoted atoms

IDLabelFinalAverageSpikeSupport
SM_16 Stress Testing & Vulnerability Discovery 0.985 0.690 0.985 Cover letter | chunk 20 | 11 supporting chunks | "For twelve years my job was to make sure people, fuel, and supplies arrived where they were needed, on time, often in conditions where failure had real consequences. I was an ar..."
SM_12 Individualistic Motivation 0.980 0.603 0.980 Interview | chunk 7 | 9 supporting chunks | "After a near-miss I made a simple shared board updated every shift. Boring, but it removed a single point of failure. Most of my improvements were unglamorous fixes like that. I..."
SM_8 Resilience & Adaptation 0.978 0.593 0.978 Interview | chunk 9 | 12 supporting chunks | "The same way I learned any kit — get the manual, find someone who knows it, and practice on the real task until it's second nature. I'm not precious about being a beginner again..."
SM_20 Consistency & Equilibrium 0.962 0.638 0.962 Interview | chunk 14 | 12 supporting chunks | "The stereotype is rigid; I'd disprove it by being the steady, fair person they can count on. I spent most of it up front, on the plan and the contingencies, because an hour of p..."
SM_19 Sacrificial Saving 0.957 0.525 0.957 Interview | chunk 15 | 8 supporting chunks | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..."

Strong shifts across chunks

  • Chunk 1 (75 words) — Interview | "The essence was making sure the right people and supplies reached the right place on time, no matter what went wrong. I planned the movement, led the team executing it, and owne..." : SM_16 Stress Testing & Vulnerability Discovery (0.955)
  • Chunk 2 (79 words) — Interview | "That mindset is the core of how I still operate. I ran resupply for several hundred personnel spread across rough terrain with transport we couldn't fully trust. Fuel, food, med..." : SM_16 Stress Testing & Vulnerability Discovery (0.863)
  • Chunk 3 (78 words) — Interview | "We never ran a unit short. That wasn't luck; it was assuming failure and designing around it. By being clear about what a shortage actually costs versus what a backup costs. Whe..." : SM_16 Stress Testing & Vulnerability Discovery (0.972) · SM_8 Resilience & Adaptation (0.882)
  • Chunk 4 (77 words) — Interview | "The plan I'd briefed was suddenly dead, and people were looking at me for the next move. I didn't panic or improvise blindly. I fell back to the contingency I'd already sketched..." : SM_8 Resilience & Adaptation (0.976) · SM_12 Individualistic Motivation (0.900) · SM_20 Consistency & Equilibrium (0.748) · SM_2 Uncertainty Reduction (0.722)
  • Chunk 5 (80 words) — Interview | "People can handle a crisis if they trust the person directing it. My job was to be the steady point they could organize around. By being fair, being clear, and never asking for..." : SM_19 Sacrificial Saving (0.929) · SM_20 Consistency & Equilibrium (0.878)
  • Chunk 6 (86 words) — Interview | "I pulled him aside privately, acknowledged his drive, and made the risk concrete. Praising in public and correcting in private kept his respect while fixing the behavior. He bec..." : SM_16 Stress Testing & Vulnerability Discovery (0.972) · SM_5 Compliance & Policy Alignment (0.868)
  • Chunk 7 (80 words) — Interview | "After a near-miss I made a simple shared board updated every shift. Boring, but it removed a single point of failure. Most of my improvements were unglamorous fixes like that. I..." : SM_12 Individualistic Motivation (0.980)
  • Chunk 8 (80 words) — Interview | "For reversible things I move fast and correct as I learn. For the ones I can't undo — anything risking safety — I slow down and get more eyes on it. Knowing which is which is th..." : SM_8 Resilience & Adaptation (0.917) · SM_12 Individualistic Motivation (0.736) · SM_5 Compliance & Policy Alignment (0.725)
  • Chunk 9 (75 words) — Interview | "The same way I learned any kit — get the manual, find someone who knows it, and practice on the real task until it's second nature. I'm not precious about being a beginner again..." : SM_8 Resilience & Adaptation (0.978) · SM_20 Consistency & Equilibrium (0.939) · SM_21 Dynamic Variance & Flux (0.833)
  • Chunk 10 (86 words) — Interview | "Grace under pressure and clear decision-making aren't things I need to acquire. One with a clear mission and real responsibility, where reliability is valued. I thrive when peop..." : SM_20 Consistency & Equilibrium (0.858) · SM_5 Compliance & Policy Alignment (0.832)
  • Chunk 11 (84 words) — Interview | "I did that constantly — coordinating with units outside my chain of command. You do it by being reliable and reciprocal. If I always deliver what I promise and help them when th..." : SM_5 Compliance & Policy Alignment (0.927) · SM_12 Individualistic Motivation (0.752)
  • Chunk 12 (75 words) — Interview | "You argue before, then commit after. It can be, but staying silent when I see a real risk is worse. I learned to disagree respectfully and with evidence, not emotion. A good lea..." : SM_12 Individualistic Motivation (0.927) · SM_19 Sacrificial Saving (0.821)
  • Chunk 13 (76 words) — Interview | "The number-crunching is exactly the kind of thing that should be automated. Leading people through a bad day, making the judgment call when the model's assumptions break, and ta..." : SM_12 Individualistic Motivation (0.954)
  • Chunk 14 (90 words) — Interview | "The stereotype is rigid; I'd disprove it by being the steady, fair person they can count on. I spent most of it up front, on the plan and the contingencies, because an hour of p..." : SM_20 Consistency & Equilibrium (0.962)
  • Chunk 15 (91 words) — Interview | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..." : SM_19 Sacrificial Saving (0.957) · SM_5 Compliance & Policy Alignment (0.953)
  • Chunk 16 (79 words) — Interview | "And I'd mentally offload once a decision was made rather than churning on it. You can't carry every 'what if' and still lead the next day. I noticed our resupply requests always..." : SM_16 Stress Testing & Vulnerability Discovery (0.904) · SM_20 Consistency & Equilibrium (0.849) · SM_12 Individualistic Motivation (0.770)
  • Chunk 18 (81 words) — Interview | "When units that don't report to each other move like one team because the trust is already built. The best operations felt frictionless — I'd ask, they'd deliver, no politics —..." : SM_11 Collaborative Motivation (0.918) · SM_20 Consistency & Equilibrium (0.830) · SM_5 Compliance & Policy Alignment (0.798)
  • Chunk 19 (63 words) — Interview | "I treat the transition like a new posting: learn the terrain before you try to lead on it. The operation would run smoothly enough that disruptions became routine instead of cri..." : SM_20 Consistency & Equilibrium (0.821) · SM_16 Stress Testing & Vulnerability Discovery (0.786)
  • Chunk 20 (84 words) — Cover letter | "For twelve years my job was to make sure people, fuel, and supplies arrived where they were needed, on time, often in conditions where failure had real consequences. I was an ar..." : SM_16 Stress Testing & Vulnerability Discovery (0.985) · SM_8 Resilience & Adaptation (0.787)
  • Chunk 21 (80 words) — Cover letter | "I built redundancy into every critical line, cross-trained my team so no single person was a bottleneck, and we never once ran a unit short. That wasn't luck; it was assuming th..." : SM_19 Sacrificial Saving (0.948) · SM_16 Stress Testing & Vulnerability Discovery (0.891)
  • Chunk 22 (40 words) — Cover letter | "I know I have to learn civilian tools and a different culture, and I'm honest about that. But calm, reliable operations under pressure is not a skill I have to acquire — it's th..." : SM_20 Consistency & Equilibrium (0.887) · SM_8 Resilience & Adaptation (0.820)
  • Chunk 23 (61 words) — Portfolio | "Selected work: - Led resupply operations for several hundred personnel across difficult terrain with zero critical shortages. - Built redundancy and cross-training into supply l..." : SM_16 Stress Testing & Vulnerability Discovery (0.982)
Full ranked list
RankIDLabelFinalAverageSpikeSupport
1 SM_16 Stress Testing & Vulnerability Discovery 0.985 0.690 0.985 Cover letter | chunk 20 | 11 supporting chunks | "For twelve years my job was to make sure people, fuel, and supplies arrived where they were needed, on time, often in conditions where failure had real consequences. I was an ar..."
2 SM_12 Individualistic Motivation 0.980 0.603 0.980 Interview | chunk 7 | 9 supporting chunks | "After a near-miss I made a simple shared board updated every shift. Boring, but it removed a single point of failure. Most of my improvements were unglamorous fixes like that. I..."
3 SM_8 Resilience & Adaptation 0.978 0.593 0.978 Interview | chunk 9 | 12 supporting chunks | "The same way I learned any kit — get the manual, find someone who knows it, and practice on the real task until it's second nature. I'm not precious about being a beginner again..."
4 SM_20 Consistency & Equilibrium 0.962 0.638 0.962 Interview | chunk 14 | 12 supporting chunks | "The stereotype is rigid; I'd disprove it by being the steady, fair person they can count on. I spent most of it up front, on the plan and the contingencies, because an hour of p..."
5 SM_19 Sacrificial Saving 0.957 0.525 0.957 Interview | chunk 15 | 8 supporting chunks | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..."
6 SM_5 Compliance & Policy Alignment 0.953 0.539 0.953 Interview | chunk 15 | 11 supporting chunks | "Trying to personally run both means doing both badly. Trusting someone else with a clear objective is what makes two crises survivable. I grounded a vehicle crew for skipping ch..."
7 SM_11 Collaborative Motivation 0.918 0.132 0.918 Interview | chunk 18 | 1 supporting chunk | "When units that don't report to each other move like one team because the trust is already built. The best operations felt frictionless — I'd ask, they'd deliver, no politics —..."
8 SM_21 Dynamic Variance & Flux 0.833 0.226 0.833 Interview | chunk 9 | 1 supporting chunk | "The same way I learned any kit — get the manual, find someone who knows it, and practice on the real task until it's second nature. I'm not precious about being a beginner again..."
9 SM_2 Uncertainty Reduction 0.722 0.181 0.722 Interview | chunk 4 | 1 supporting chunk | "The plan I'd briefed was suddenly dead, and people were looking at me for the next move. I didn't panic or improvise blindly. I fell back to the contingency I'd already sketched..."
10 SM_7 Architectural System Orchestration 0.248 0.248 0.692 clear evidence absent
11 SM_22 Transgenerational Elevation 0.230 0.230 0.592 clear evidence absent
12 SM_14 Prestige & Legacy 0.195 0.195 0.502 clear evidence absent
13 SM_23 Mythopoetic Alignment 0.193 0.193 0.462 clear evidence absent
14 SM_4 Guardian Preservation (Wall-Builder) 0.191 0.191 0.698 clear evidence absent
15 SM_1 Story-building 0.177 0.177 0.363 clear evidence absent
16 SM_6 Status Quo Challenging 0.149 0.149 0.645 clear evidence absent
17 SM_13 Incentive Motivation 0.146 0.146 0.547 clear evidence absent
18 SM_10 Waypower Hope 0.125 0.125 0.484 clear evidence absent
19 SM_9 Positivity Deliverance 0.106 0.106 0.207 clear evidence absent
20 SM_15 Aesthetic Harmonization 0.105 0.105 0.292 clear evidence absent
21 SM_18 Civilization Serving 0.101 0.101 0.333 clear evidence absent
22 SM_3 Sustenance & Scaling 0.095 0.095 0.647 clear evidence absent
23 SM_17 Gratification Sourcing 0.085 0.085 0.267 clear evidence absent
24 SM_0 Exploration & Discovery 0.062 0.062 0.189 clear evidence absent