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 36 OF 320 pareto_non_regression_gate Async enhancement

Optimize Pareto Step (aq36_optimize_pareto_step)

Computes the multi-objective Pareto frontier across completed grid cells, attributes parameter sensitivity, and schedules refined follow-up cells.

Pareto SkylineFactor AttributionNext-Wave Propose
TIER 1 · DETERMINISTIC (0 MODEL CALLS)

0-Call Engine & Verification Slot

Non-dominated Pareto sorter, ANOVA sensitivity & Thompson proposer

Substrate: db_atomic · p99 Claim Target: ≤ 6 ms · Phase: 33 - 36 Troubleshoot Code, Solve Bugs, Grid Search & Optimize

AI Agent (1..6)

Model-Guided Escalation & Synthesis Role

Bottleneck interpreter & structural hyperparameter proposer

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/aq36_optimize_pareto_step/enqueue
{
  "queue_category": "pareto_non_regression_gate",
  "priority": 80,
  "payload": { "stage": "36", "objective": "Optimize Pareto Step" }
}
← Stage 35: Grid Search Cell View in Single-Page Master Blueprint Stage 37: Generate Evaluation →