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IgorGanapolskyIgorGanapolsky/ThumbGate/.agents/skills/halo-trace-optimize-not-clone/SKILL.md

halo-trace-optimize-not-clone

Skill29 starsChanged 7 months agoMITView on GitHub

HALO (inference.net/products/halo) is a trace-optimization model, not a ThumbGate clone. Steal the Trace-to-Fix FORMAT (mine redundant tool thrashing, retry stalls, expensive spans, unhandled denies -> rank by impact -> synthesize pre-action gates) onto existing audit-trail / auto-promoted-gates rails. Never vendor Inference.net, Catalyst SDK, or cloud OTLP export. Slash: /halo-trace-optimize-not-clone.

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SKILL.md

HALO Trace Optimizer — compare, do not clone

Goal

Analyze real agent trace logs (audit-trail.jsonl, action-log.jsonl) to detect repeated failure modes (tool loops, cascading retries, runaway spans) and synthesize concrete, executable pre-action gates and eval fixtures before cost or damage compounds.

Constraints

NEVERALWAYS
Clone Inference.net Catalyst / cloud backendMap trace analysis onto local audit-trail.jsonl
pip install inference-net / import engine.agentsPure local node analysis in scripts/halo-trace-optimizer.js
Export prompt traces over the networkLocal receipts + shadow audit
Quote vendor optimization numbers as oursMeasure local task-outcomes and prevented loop calls
Require human 👎 for obvious tool thrashingAutomatically detect 3+ duplicate calls and propose gate

HARD fail closed. REFUSE SKU clones.

Reference

  • https://inference.net/products/halo/
  • scripts/halo-trace-optimizer.js
  • scripts/auto-promote-gates.js · scripts/gates-engine.js · scripts/agent-action-inventory.js
  • .thumbgate/auto-promoted-gates.json

Examples (show, don't tell)

Weak: Install an external observability agent and wait for cloud report.

Gold:

$ npx thumbgate halo-trace-optimizer --json
ok: true
tracesAnalyzed: 42
failureModesFound: 2
$ npx thumbgate halo-trace-optimizer --clone-halo --json
halo_clone_refused

Procedures

npx thumbgate halo-trace-optimizer --json
npx thumbgate halo-trace-optimizer --map-only
npx thumbgate halo-trace-optimizer --apply --json
npm run test:halo-trace-optimizer

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