feat(hardening): Phase 15 — redaction, retry/backoff, budgets, threat-model docs

Release-readiness hardening.

- redaction.py (zero-dep): redact_secrets masks provider API keys, AWS/GitHub/Slack/
  Google tokens, bearer tokens, URL-embedded credentials, PEM private keys, and
  sensitive key=value assignments. Wired into the trace writer and the markdown report
  (on by default), so scan artifacts never leak a credential quoted from source.
- provider/openrouter.py: call_with_retry — exponential backoff on transient failures
  (HTTP 429/5xx, connection errors, timeouts); non-transient errors fail fast. Both the
  chat and embedding clients use it (max_attempts/retry_base_delay configurable).
- config [hardening]: redact_secrets (default true) + max_findings (bounded-CI output
  cap, 0 = unlimited; truncation is severity-ordered and disclosed as a `budget`
  degradation). Agentic spend stays bounded by [harnessx] max_cost_usd/token_threshold.
- docs/threat-model.md (trust boundaries, controls, sandbox limits) + docs/examples.md
  (six end-to-end walkthroughs); README "Security & hardening" section links both.
- CI lint/typecheck/test/detection-gate/dagger gates already existed.

tests/test_redaction.py, test_provider_retry.py, test_hardening_pipeline.py + config
tests. 206 passed, 4 skipped; ruff + mypy clean; detection gate PASS.

Co-Authored-By: Claude Opus 4.8 <[email protected]>

docs/examples.md

@@ -0,0 +1,73 @@
+# End-to-end examples
+
+Each example is self-contained. Artifacts land under
+`<target>/.openultrasast/runs/<scan-id>/` and `.openultrasast/` is gitignored.
+
+## 1. Quick scan a local repo (deterministic, no keys)
+
+```bash
+uv run ousast scan /path/to/code --mode quick
+run=/path/to/code/.openultrasast/runs/<scan-id>
+cat  "$run/report.md"       # findings + evidence (secrets redacted)
+jq . "$run/score.json"      # 0–100 project score + gate verdict
+"$run/report.sarif"         # SARIF for code-scanning / IDEs
+```
+
+## 2. CI gate
+
+```bash
+# Fail the build on any evidence-verified finding:
+uv run ousast scan . --mode quick --fail-on verified
+
+# The hard detection gate (>=90% recall, <10% FP), score-independent:
+uv run python -m openultrasast.gate
+```
+
+## 3. Benchmark a known-vulnerable corpus
+
+```bash
+uv run ousast benchmark benchmarks/manifests/python-vulnerable.toml --mode quick
+# -> expected / matched / missed counts + a per-rule recommendation delta
+```
+
+## 4. Self-improve the ruleset from benchmark feedback
+
+```bash
+uv run ousast improve benchmarks/manifests/java-spring-boot-vulnerable.toml --dry-run  # preview
+uv run ousast improve benchmarks/manifests/java-spring-boot-vulnerable.toml            # apply
+# Accepted edits land in <target>/.openultrasast/calibration/rule_policy.json,
+# which the next scan/benchmark of that target loads automatically.
+```
+
+## 5. Standard mode with the HarnessX agentic plane (OpenAI)
+
+```bash
+uv sync --extra harnessx
+export OPENAI_API_KEY=sk-...
+cat > openultrasast.toml <<'TOML'
+[models]
+hunter   = "gpt-4o"
+verifier = "gpt-4o"
+[harnessx]
+provider        = "openai"
+max_cost_usd    = 2.0
+token_threshold = 120000
+[fusion]
+panel_model = "gpt-4o"   # two-panel adjudication on triggered findings
+[hardening]
+redact_secrets = true
+max_findings   = 0
+TOML
+uv run ousast scan /path/to/code --mode standard --config openultrasast.toml
+jq '.degradations' "$run/manifest.json"   # null = HarnessX ran; entries = it fell back
+jq '.fusion'       "$run/manifest.json"   # per-finding dispositions
+```
+
+## 6. Drive it from an MCP client (OpenCode / IDE)
+
+```jsonc
+{ "command": "uv", "args": ["run", "ousast", "mcp"] }
+```
+
+Then: `openultrasast.scan {path}` → `run_dir` → `openultrasast.findings {run_dir}` →
+`openultrasast.explain {run_dir, finding_id}`. See the README "MCP server" section.