Automated README summary
Automatically summarized from the README on 11 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
Crosstalk maps probability leaks between look-alike operations of the Twilio REST API (v2010) so you can rewrite their wording and rerun. It is for developers tuning a typed-decision router.
How it uses Jev
Each request becomes one Choice over 197 operations plus none_of_these. Jev returns a probability per option, giving a soft confusion matrix. The tool uses these probabilities to rank confused pairs, measure leaked mass, and score dev and sealed test runs.
Primitives:choice
Technique worth stealing
Use a Choice over all options to get a soft confusion matrix, then edit wording to reduce leaked probability between look-alike pairs.
Try it
npm install && npm start (mock mode); live mode needs a /v1/systemone key.
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 excerpt0.10
- Shows a System One patternnot found in the excerpt0.26
- Describes handling uncertaintynot found in the excerpt0.05
- Reports measured numbersnot found in the excerpt0.17
- Is a runnable toolunclear0.48
- Top-10 learning shortlist signalnot found in the excerpt0.11
- Is a replica of the modelnot found in the excerpt0.11
- Solves a common problem (0–2)score on a 0–2 scale1.09 / 2
- About JevFound in material0.66
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 11 Oct 2026.