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TELEON ARCHITECTURE MASTER BLUEPRINT & SEED PORTAL
← All 320 Atomic Work Queues STAGE 83 OF 320 catalog_harvest_llm_slm Async enhancement

Persistent Datasets & Recipes (aq83_dataset_curate_row)

Curates persistent datasets, download/scrape/pull recipes, and synthetic evaluation suites inside teleon_universal_records (datasets.teleon.dev) with zero extra SQL tables.

1-Table Flat Dataset RowScrape/Pull RecipeSynthetic Suite Pin
TIER 1 · DETERMINISTIC (0 MODEL CALLS)

0-Call Engine & Verification Slot

SPDX license, SHA-256/SWHID digest & flat dataset recipe registrar

Substrate: file_cas · p99 Claim Target: ≤ 6 ms · Phase: 83 - 86 Persistent Datasets, Dyad History Chunker, Public Scenarios First & Thin-Gate Audit

AI Agent (1..6)

Model-Guided Escalation & Synthesis Role

High-value benchmark, holdout & domain dataset curator

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

Enforced Category State Machine: catalog_harvest_llm_slm

Commit 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/aq83_dataset_curate_row/enqueue
{
  "queue_category": "catalog_harvest_llm_slm",
  "priority": 80,
  "payload": { "stage": "83", "objective": "Persistent Datasets & Recipes" }
}
← Stage 82: Spectral Audit & Hot-Swap Gate View in Single-Page Master Blueprint Stage 84: Dyad & Harness History Chunker →