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TELEON ARCHITECTURE MASTER BLUEPRINT & SEED PORTAL
DECISION SCIENCE & EMPIRICAL GATESAQ23..AQ35 ENFORCED

How Agents and Humans Evaluate Information Without Context Overload

Empirical contract-card ablation studies, successor-operator amortization protocols, and cognitive decision research converge on sharp operational gates. Teleon encodes nine formal decision rules directly into queues aq23..aq35.

DF-01 Queue: aq24 / aq29

Information Foraging & Scent (Pirolli & Card)

Every Persistent Store item exposes a <=50-token SKOS L0 scent card and Expected Value of Information (bits per 100 tokens) before any agent fetches full bytes.

DF-02 Queue: aq29

Two-Stage Consideration Sets (Hauser & Wernerfelt)

Retrieval never dumps 50 raw hits into an agent prompt; Stage 1 screens 5,000+ items via Roaring bitmaps into a <=5-item Consideration Set.

DF-03 Queue: aq23 / aq29

Elimination-by-Aspects Hard Vetoes (Tversky)

Non-compensatory B_NEG bitmaps immediately veto incompatible licenses, PII risks, wrong runtime OS, or known regression signatures regardless of similarity score.

DF-04 Queue: aq27

Multi-Model Pareto Non-Regression

A reusable Contract Card or skill is promoted only when min(per_model_deltas) >= 0 across tested model families and mutation-kill score >= 0.80.

DF-05 Queue: aq28

Qualification-Before-Injection (<=2,048B)

When baseline pass probability >= 0.98 and task ambiguity < 0.15, Teleon bypasses context injection completely, avoiding +62% latency overhead.

DF-06 Queue: aq30

Temporal Decay & Review Triggers

Every decision record carries a decay rate lambda and explicit review_trigger predicates so stale assumptions automatically enqueue re-verification.

DF-07 Queue: aq31

Fixed-Harness Anti-Benchmaxing Parity

Capability claims are audited under identical tool/prompt scaffolds on uncontaminated tasks, flagging custom-wrapper inflation.

DF-08 Queue: aq32

Successor Amortization & Three-Receipt Separation

Compares retained operators vs rebuild, conventional cache, and direct expert construction; keeps historical evidence, current qualification premises, and production authority strictly separate.

DF-09 Queue: aq35

Proportionality & Auditable Abstention

Gates intrusive inspection or high-impact escalation behind explicit evidence thresholds and logs an immutable docket of both why the system looked and why it held back.

EPISTEMIC CLAIM BOUNDARYTHREE LAYERS KEPT SEPARATE

Three Epistemic Layers Kept Strictly Separate

1. Demonstrated & Receipted Live: Epoch-fenced D1 atomic queues (aq01..aq61), version-fenced stores (S01..S278), 3-Receipt substrate separation, retained failure tombstones, and 0-call / multi-harness test gates.
2. Testable Next Step: Independently calibrated physical hardware benches (EEG/BCI, ArUco plant vision) and multi-organization external workload trials under fixed-harness parity.
3. Long-Term Ambition: Verified reusable substrates that compound across scientific, civic, and industrial engineering missions without silent authority creep.

Empirical Harness & Amortization Rules Enforced in Production

1. Qualification-Before-Injection (aq28)

When baseline pass probability is already saturated (≥ 0.98) and ambiguity entropy is low (< 0.15), injecting extra instructions adds up to +62% latency for zero accuracy gain. aq28 returns BYPASS_INJECTION_BASELINE_SATURATED.

2. Pre-Turn Compact Contract Cards (≤ 2,048B)

Cards exceeding 2,048 bytes or injected mid-turn disrupt reasoning trajectories. aq28 enforces strict byte caps and pre-turn placement.

3. Successor Amortization Stop-Rule (aq32)

Retained operators beat rebuilding under affine drift (-12.69% calls), tie a conventional cache under static premises (KEEP_PRESENT_DESIGN_CACHE_SUFFICIENT), and halt when unamortized on one-offs or out of bracket.

4. Multi-Model Pareto Non-Regression (aq27)

An instruction card that lifts Model A by +0.08 while regressing Model B by -0.149 is blocked. Promotion requires min(per_model_deltas) ≥ 0 and mutation-kill score ≥ 0.80.

5. Fixed-Harness Anti-Benchmaxing Parity (aq31)

Capability audits hold the tool scaffold, retry budget, and token ceiling strictly identical across candidates on uncontaminated holdouts, isolating true lift from wrapper gaming.

6. Proportionality & Auditable Abstention (aq35)

Logs immutable dockets in Store S248 recording both why the system escalated for human co-sign and why it deliberately held back when proportionality was unmet.