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🧠 DIFFERENTIAL PRIVACY AUDITED • ε ≤ 0.5 • k ≥ 1,000 COHORT • ZIP-1.0

AKI™ AI User Behaviour & Delegation Intelligence Atlas

Actuarial evaluation of 10 cognitive reliance dimensions, unreviewed diff acceptance rates, and multi-agent cascade error compounding.

✓ NaNM Sessions⚡ undefined Avg Ladder Tier🛡️ undefined% Unreviewed DiffsCitation: ZIP-1.0:AKI-BEHAVIOUR
Differential Privacy Guarantee: The AKI™ AI User Behaviour & Delegation Intelligence Atlas operates under strict differential privacy (ε ≤ 0.5, k ≥ 1,000) using the Laplace mechanism. Non-surveillance guarantee: telemetry is aggregated across anonymized population cohorts with zero individual tracking, session recording, or PII retention.
Sample Population
NaNM
Audited Sessions
Tracked Domains
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Enterprise Verticals
Delegation Ladder
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Mean Enterprise Stage
Autonomous Share
undefined%
D3–D5 Workloads
Terminal / CLI
undefined%
CLI & Scaffolding
Unreviewed Diffs
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Reliance Risk Tier
🌐 Atlas Overview🪜 Delegation Ladder (D0–D5)🎯 Intent Shifts (7)🔀 Switching Flows (8)🛡️ Reliance Radar (10)⚡ Displacement Velocity

Cognitive Reliance Radar & Automation Bias Index

Aggregated telemetry audited under Zero-Incentive Protocol (ZIP-1.0) & Differential Privacy (ε ≤ 0.5)

ZIP-1.0:AKI-BEHAVIOUR Sealed
Cognitive Reliance DimensionWorkload DomainUnreviewed %Diff Review TimeEscalation %Automation Bias
Unreviewed Git Commits in CLI Loops
Enforce mandatory git hook requiring manual diff review confirmation before pushing remote branches.
Software Engineering44.2%14s28.6%EXTREME
Phantom Package & Dependency Acceptance
Implement lockfile auditing and automated typosquatting detection for newly installed npm/pip modules.
Software Engineering & IT38.5%8s34.2%EXTREME
Secret & API Credential Leakage in Prompts
Deploy client-side pre-flight regex filters blocking .env values and private keys from entering agent context.
Enterprise IT & DevOps29%6s42%EXTREME
Scrutiny Fatigue Decay (Hour 1 vs Hour 4)
Limit continuous delegation sessions to 90 minutes; inject mandatory pause reminders when diff velocity surges.
Cross-Domain Knowledge Work52.8%12s31.4%HIGH
Tautological & Mocked Unit Test Blindness
Introduce mutation testing and mutation score thresholds to detect tests that pass trivially without asserting invariants.
Software Engineering41.6%18s26.8%HIGH
Statutory Citation Rubber-Stamping
Require cryptographic Bluebook/KeyCite validation seals before submitting court briefs or client opinion letters.
Legal M&A & Regulatory22.4%48s18.5%HIGH
Context Window Truncation Forgetting
Maintain a persistent system prompt architecture (AGENTS.md / rules) that is re-injected on every turn.
Architecture & Modeling36.2%22s24%MODERATE
Silent Edge-Case Omission in Business Logic
Force agent prompts to explicitly enumerate boundary conditions (nulls, overflow, concurrency, timezone offsets).
Financial & E-Commerce Systems33.5%26s29.5%HIGH
Junior Engineer Mental Model Atrophy
Incorporate 'Explain First' interactive modes for junior staff before applying autonomous diffs.
Software Engineering & Data Science48%16s38%EXTREME
Multi-Agent Cascade Error Compounding
Introduce independent adversarial verification agent to challenge outputs before final commit.
Autonomous Multi-Agent Orchestration46.5%20s36.4%EXTREME
Actuarial Behavioural Data Citation: AKI Platform. (2026). AKI™ AI User Behaviour & Delegation Intelligence Atlas (Version ZIP-1.0) [Data set]. AKI Behavioral & Cognitive Economics Standards Group. https://aki1k.com/behaviour
Machine Endpoint: GET https://api.aki1k.com/v1/behaviour/summary • Differential Privacy: ε=0.5, k=1,000 • Canary: ZIP-1.0:AKI-BEHAVIOUR:DIFFERENTIAL-PRIVACY-AUDITED