Skills Development Analyzing Benchmark Performance Drift

Analyzing Benchmark Performance Drift

v20260707
cost-trend
This skill analyzes historical benchmark run data stored in JSON files. It surfaces key performance drift metrics over time, including win rate, average latency, p99 latency, and LLM-baseline cost. It is crucial for detecting subtle performance degradations or regressions that standard smoke tests might miss, ensuring stability across releases or corpus expansions.
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Overview

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
Info
Category Development
Name cost-trend
Version v20260707
Size 1.95KB
Updated At 2026-07-09
Language