Automated README summary
Automatically summarized from the README on 4 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A federated, registry-first knowledge retrieval engine for autonomous AI agents. It routes queries across specialized backends (SQLite FTS5, ChromaDB, knowledge graph) while data remains in native storage layers, discoverable through a unified immutable registry.
How it uses Jev
Jev decomposes user queries into chamber routes using a Choice question with 5 criteria; routes accepted if confidence ≥ 0.6, else falls back to keyword matching. After retrieval, each evidence item is scored via a Noul question ('Could this document answer the query?') and sorted by noul score (0-1).
Primitives:choicenoul
Technique worth stealing
Confidence-gated routing: use Jev Choice when confidence ≥ 0.6, fall back to keyword matching on low confidence or API errors (fail-soft).
Try it
Set TYPESAFE_API_KEY in .env, then run: python src/orchestrator/shaolin_orchestrator.py "your query"
Model judgments from README excerpts
Project signals use repository metadata, an existing summary and the first 700 README characters, not the full project. “Not found” means not detected in that material; it does not establish absence. These are the original judgments with recorded models and dates, not source audits or run results.
Models & evaluation dates
- Inclusion gate
jev-1.13.0- Project signals
jev-1.13.0- Category
jev-1.13.0- Pattern tags
jev-1.13.0
Evidence
These signals use repository metadata, an existing summary and at most 700 cleaned README characters. ≥ 0.60 means reported in that excerpt; ≤ 0.40 means not found there. The middle band is inconclusive. None is a source-code audit or a test result. The runnable-tool question excludes research experiments; the recommendation question asks for a learning shortlist, not a quality verdict.
- Jev is core to the projectunclear0.47
- Shows a System One patternFound in material0.77
- Describes handling uncertaintynot found in the excerpt0.07
- Reports measured numbersnot found in the excerpt0.05
- Is a runnable toolFound in material0.76
- Top-10 learning shortlist signalnot found in the excerpt0.39
- Is a replica of the modelnot found in the excerpt0.08
- Solves a common problem (0–2)score on a 0–2 scale1.58 / 2
- About JevFound in material0.95
no-judgment band (0.40–0.60)
no-judgment band (0.40–0.60)
The Jev model and date for each judgment stage are listed above. Card written by DeepSeek V4.1 Flash from the README on 4 Oct 2026.