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cost-trend

Compare saved benchmark runs over time to track win rate, response times, escalation rate, and LLM baseline costs. Review changes between the first and latest runs, with flags for declining win rates or rising average latency.

中文简介正在准备中。当前显示英语简介。

原文查看原文说明

Read every docs/benchmarks/runs/*.json and surface drift in win rate, latency, escalation rate, and LLM-baseline cost over time

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适用场景

  • Check performance trends before a release
  • Review benchmark history after expanding the test corpus
  • Track latency changes after an agent-booster upgrade

包含的文件(1)

  • SKILL.md2.0 KB

SKILL.md(原文)

安装前可以查看交给 AI 代理的指令内容。

Cost Trend

The smoke gate is binary (winRate ≥ 0.80 → pass/fail). The corpus benchmarks captured over time form a curve — and curves catch regressions the gate misses (win rate slowly creeping from 100% to 85% is "still passing" by smoke but a real degradation).

This skill reads every persisted run in docs/benchmarks/runs/*.json and reports first→last deltas plus a per-run series, flagging regressions in win rate or latency.

When to use

  • Before a release — check that the speedup hasn't drifted.
  • After expanding the corpus — verify older runs still hit the same win rate on the new corpus they reflected.
  • After upgrading agent-booster — surface latency / strategy changes.

Steps

  1. Run the trend script from the project root:

    node plugins/ruflo-cost-tracker/scripts/trend.mjs
    

    Optional env:

    • TREND_FORMAT=json — emit JSON instead of markdown
    • TREND_LIMIT=10 — consider only the most recent N runs
  2. Inspect the drift summary — first vs last on win rate, avg latency, p99, escalation rate, speedup vs Gemini.

  3. Inspect the per-run series — one row per run, including Sonnet 4.6 + Opus 4.7 baseline latencies if those were enabled (BENCH_ANTHROPIC=1 at run time).

  4. Regression flags — the script emits > ⚠ Regression callouts when:

    • Win rate dropped between first and last run
    • Avg latency rose ≥ 1.5× from first run

Cross-references

  • cost-benchmark — the producer of the run JSONs this skill consumes
  • bench/booster-corpus.json — the corpus version is recorded in each run, so trends across corpus versions remain interpretable
  • docs/benchmarks/runs/latest.json — the most-recent run; smoke step 23 gates on winRate ≥ 0.80 from this file

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