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docs(harnessx-removal): the plane replaces HarnessX in README, docs and specs (task 8)
README: "Configuring the HarnessX agentic plane" becomes "The agentic plane (ax)" (ousast plane run|status|doctor|remember, per-task Model, budget and egress, pointer to ops/ax/README.md, one tagged retirement line); "The HarnessX self-improving cycle" becomes "The self-improving cycle", and its MetaAgent paragraph is replaced by the memory proposer (`ousast improve --memory`, provenance, train-on-test guard). The fusion panel_model/decider_model lines and the [harnessx] spend caps are gone. The README reference test now passes without its strict xfail. docs/examples.md section 6 runs the plane; docs/threat-model.md describes the per-task EgressPolicy, the usd/calls budgets and the start-request credential path. RELEASE_NOTES.md gets an Unreleased entry: HarnessX removed, the retired keys and their errors, the silent loss of the second hunter for users who set [models] hunter, and the plane as the agentic path. Dated retirement notes (2026-09-30) head the requirements, design and brief of harnessx-self-improving-rulesets, learning-harness, three-stage-scan and openrouter-sast-harness, and follow the spec table in steering/overview.md; history is unchanged. All tasks are checked, so spec.json moves to implementation-complete. Co-Authored-By: Claude Opus 5.5 <[email protected]> Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
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# Design Document: learning-harness
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> **Retired 2026-09-30:** HarnessX was removed by `harnessx-removal`; the agentic plane is ax
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> (`ai-service-plane`), and evolutionary proposals come from the plane memory. History below is unchanged.
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## Overview
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**Purpose**: Turn OpenUltraSAST from a hand-authored analyzer with a leaking improvement loop into a learning harness: an auto-classifier routes every pair, finding and code region to one of ten verifier-aligned families; one detector configuration per family is evolved one change per round from structured failure facts; a class-aware pair-wise scorer with unscorable denominators and a measured per-family noise floor decides acceptance; only verifier-confirmed claims are reported above suspicion; the split is enforced by construction.
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