pythongiant/laya-drift on GitHub
- Stars
- 14
- Forks
- 0
- Language
- TypeScript
- Last push
- 23 Sep 2026
Post on X
- Views
- 49
- Likes
- 1
- Reposts
- 0
Read from GitHub and X on . Counts change daily.
PrimitivesChoice
Use casesSelf-consistency checks
Laya Drift
An OpenCode plugin that embeds the running session state with Laya and scores how far it has drifted from the calibrated plan using weighted Jensen-Shannon divergence, shown live as a sidebar score.
More like this
DSPy: programming, not prompting, language models
Declares typed input/output Signatures for LLM modules and optimizes the underlying prompts and weights against a metric. Its Signature abstraction is the closest widely-used open equivalent of Jev's typed-question interface. Star count is GitHub's rounded display figure.
jmanhype/jev-dspy-lab
Reproducible calibration and selective-risk benchmarks for Jev decisions inside DSPy workflows. Runs offline for confidence gating, latency and cost modelling without live API calls.
docxology/daf-jev
Composable Python toolkit for the Jev decision API bundling question builders, confidence gates, an evaluator, calibration tooling, a CLI, an MCP server over stdio and an agent skill.
Jev: The Language Model That Won't Talk
Analysis of RLCD as a training target where stated probabilities should match how often the model is right. Flags calibration breaking under distribution shift, correlated errors compounding across workflows, and the difficulty of appeals without explanations.
Cookbook: Self-consistency with Choice questions
Applies the same repeated-sampling self-consistency check to Choice questions so disagreement between samples becomes a signal to escalate.
Cookbook: Self-consistency with Noul questions
Samples a noul question repeatedly and routes uncertain probabilities to human review while keeping the underlying values visible. Worked example uses insurance claim evaluation.
