skill-opt-v1
SkillDev toolsProject already-captured traces into scored-rollout rows for the SkillOpt optimizer.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the skill-opt-v1 skill
What this skill tells your AI
The instructions your AI receives, as published by jayfarei/opentraces in src/opentraces/workflow_templates/skill-opt-v1/SKILL.md and read by ahel’s review.
Scored-rollout projection for the SkillOpt text-space skill optimizer
(arXiv 2605.23904; design in kb/br/66-skillopt-text-space-skill-optimizer.md).
scripts/build_rows.py reads each already-captured trace from the local bucket,
scores it with opentraces.quality.engine.assess_trace, and emits one row per
trace. The trace's overall_utility (in [0,1] after scaling) is the rollout
score; the failed and passed quality checks become failure_tags and
success_tags, which the optimizer's reflection step and the held-out
validation gate consume.
This workflow is the forward-pass-over-captured-evidence layer. It does not run
an agent; the live re-rollout of a candidate skill is a later slice. The
opentraces workflow optimize consumer reads these rows, splits them into a
train and a held-out selection set by trace-id hash, proposes bounded
add/delete/replace edits, accepts only strictly-improving candidates, and
exports best_skill.md plus edit_apply_report.json.
Row shape
{
"trace_id": "…",
"project_slug": "…",
"session_id": "…",
"score": 0.62, // overall_utility / 100, the rollout score
"overall_utility": 62.0,
"failure_tags": ["rl.RL1_grounded_outcome", "training.T3_clean_diff"],
"success_tags": ["conformance.C1_schema_version"],
"summary": "task description (truncated)",
"skill_digest": null
}
Scope
The run packet's scope may carry project_slug (or project) to narrow the
bucket scan to one project; otherwise every project's traces are projected.
Signals
- GitHub stars
- 99
- Forks
- 6
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
skill-opt-v1- Source
- github.com/jayfarei/opentraces