Connect any AI agent, personal assistant, or coding tool via MCP or HTTPS
Connect →
TELEON ARCHITECTURE MASTER BLUEPRINT & SEED PORTAL
← All 320 Atomic Work Queues STAGE 228 OF 320 pareto_non_regression_gate Critical path

Multi-Model Pareto Non-Regression Gate (aq228_pareto_non_regression_gate)

Evaluates Contract Cards and skills across multiple model families plus mutmut_kill_score >= 0.80; blocks any card where min(per_model_deltas) < 0.

min(delta) >= 0.0mutmut >= 0.80Zero Single-Tier Harm
TIER 1 · DETERMINISTIC (0 MODEL CALLS)

0-Call Engine & Verification Slot

Paired holdout delta vector checker & mutation-kill gate

Substrate: db_atomic · p99 Claim Target: ≤ 5 ms · Phase: 226 - 231 Dual-Resolution Muscle Memory, Fuzzy SimHash64 & Empirical Pareto Gates

AI Agent (1..2)

Model-Guided Escalation & Synthesis Role

Instruction-overload root-cause trimmer

5-Role Component Pod: 0-Call Slot / Solver + OpenSearch / Split-Supervisor (≤4k tok) / Diagnostic Repair + Twin Shim / CPOP + Sister Distiller.

Enforced Category State Machine: pareto_non_regression_gate

Commit Invariant: Evaluates candidate Contract Cards and skills across multiple model families plus mutmut_kill_score >= 0.80; blocks promotion whenever min(per_model_deltas) < 0.

Architectural Problem Solved: Prevents shipping instructions or skills that lift one model while silently regressing another model family.

POST https://api.teleon.dev/v1/tenants/:tenantId/queues/aq228_pareto_non_regression_gate/enqueue
{
  "queue_category": "pareto_non_regression_gate",
  "priority": 80,
  "payload": { "stage": "228", "objective": "Multi-Model Pareto Non-Regression Gate" }
}
← Stage 227: v1.4 5-Signal Fuzzy Cognitive-Step Recall View in Single-Page Master Blueprint Stage 229: Qualification-Before-Injection (<=2,048B) →