Automated README summary
Automatically summarized from the README on 29 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
Aetheria is a retrieval-augmented knowledge assistant that ingests enterprise documents and answers staff questions with citations. It is built for organizations needing accurate, verifiable answers from technical specs and corporate records.
How it uses Jev
JEV is used optionally for two decisions: (1) re-ranking candidate chunks via one Noul score per chunk to reorder context before generation, and (2) grounding validation to judge whether the answer is supported by retrieved context. Both fail open and are disabled by default.
Primitives:noul
Technique worth stealing
Use JEV Noul judgments for re-ranking and grounding validation, with fail-open fallback to heuristics.
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 projectnot found in the excerpt0.12
- Shows a System One patternnot found in the excerpt0.10
- Describes handling uncertaintynot found in the excerpt0.03
- Reports measured numbersnot found in the excerpt0.03
- Is a runnable toolFound in material0.77
- Top-10 learning shortlist signalnot found in the excerpt0.11
- Is a replica of the modelnot found in the excerpt0.08
- Solves a common problem (0–2)score on a 0–2 scale1.62 / 2
- About JevFound in material0.76
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 29 Sept 2026.