aq128_loop_synthesize_and_apply_improvements)Loops across ingested dossier units, deduplicates against already-shipped modules via SimHash-256, and synthesizes prioritized queue tasks and live admin.teleon.dev Todos.
Multi-pass SimHash-256 novelty deduplicator & Todo/queue synthesizer (0 calls)
Substrate: db_atomic · p99 Claim Target: ≤ 6 ms · Phase: 121 - 128 4-Rung OKF Automorph, THP v2.0 Lenses, SPRT/S3-FIFO & Dossier Learning Loop
Cross-axis architecture upgrader & conformance verifier
5-Role Component Pod: 0-Call Slot / Solver + OpenSearch / Split-Supervisor (≤4k tok) / Diagnostic Repair + Twin Shim / CPOP + Sister Distiller.
catalog_harvest_llm_slmCommit Invariant: Discovers, normalizes, and benchmarks cloud LLMs and CPU/GGUF/OpenVINO/ONNX SLMs.
Architectural Problem Solved: Enforces durable cooperation, psychometric frontier tracking, and self-enriching multi-facet catalog evaluation.
POST https://api.teleon.dev/v1/tenants/:tenantId/queues/aq128_loop_synthesize_and_apply_improvements/enqueue
{
"queue_category": "catalog_harvest_llm_slm",
"priority": 80,
"payload": { "stage": "128", "objective": "Dossier Learning Loop" }
}