docs: add task-type accuracy benchmark (router vs keyword heuristic)
- bench/tasks.jsonl (37 natural-language prompts, 7 task types) + bench/accuracy.py - measured on the live allaigate router: 100% (37/37) vs keyword heuristic 32% - BENCHMARKS.md accuracy section; README (EN+RU) perf+accuracy tables and test matrix - run.sh runs accuracy when CORTIQ_ROUTER_KEY is set
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@@ -9,6 +9,9 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/).
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- **Latency benchmark** vs LiteLLM and Portkey: a reproducible harness (`bench/`,
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instant mock backend + Apache Bench) and `BENCHMARKS.md`. Measured gateway overhead:
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Cortiq ~57k req/s / p99 1 ms vs Portkey ~5.8k / p99 9 ms vs LiteLLM ~1.2k / p99 59 ms.
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- **Accuracy benchmark**: task-type routing on natural-language prompts (`bench/accuracy.py`,
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`bench/tasks.jsonl`) — allaigate semantic router 100% (37/37) vs a keyword heuristic 32%
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(competitors have no semantic task router).
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## [0.2.1] - 2026-06-30
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