Automated README summary
Automatically summarized from the README on 27 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
Tiltmeter is a Python tool for developers using Jev, TypeSafe's System One model. It records the probabilities Jev returns for each question and alerts when they change, helping catch model or input shifts before they cause visible failures.
How it uses Jev
Jev answers with probabilities for Choice, Score, and Noul questions. Tiltmeter records these probabilities, the model name, and a question fingerprint. It compares windows of answers to detect version changes, drift, edge cases, and accuracy drops, then fires alerts with likely causes.
Primitives:choicescorenoul
Technique worth stealing
Compare consecutive windows of probabilities to detect drift and accuracy changes without labels.
Try it
pip install "git+https://github.com/abe75ch/tiltmeter" then run tiltmeter demo or tiltmeter selftest.
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 projectFound in material0.92
- Shows a System One patternunclear0.54
- Describes handling uncertaintynot found in the excerpt0.11
- Reports measured numbersnot found in the excerpt0.05
- Is a runnable toolFound in material0.65
- Top-10 learning shortlist signalunclear0.42
- Is a replica of the modelnot found in the excerpt0.05
- Solves a common problem (0–2)score on a 0–2 scale1.06 / 2
- About JevFound in material0.98
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 27 Sept 2026.