headroom/docs
Tejas Chopra c2fc4d3753
fix(ccr): make headroom_retrieve a hash-only full-content lookup (#1532)
The optional `query` parameter on headroom_retrieve routed retrieval
through CompressionStore.search(), which BM25-scored the items inside a
single cached blob and dropped everything below a 0.3 relevance floor.
On small per-blob corpora with conversational queries this returned an
empty result the large majority of the time, so the LLM saw "nothing
found" for content that was actually present — pushing users to turn
compression off entirely.

Retrieval is fundamentally a hash lookup (this already matches the Rust
proxy's CCR store, which is put/get only — "no BM25 search"). Remove the
query/search path end to end and always return the full original
content:

Core (Python proxy):
- tool schemas (anthropic/openai/google) drop the `query` property
- parse_tool_call returns the hash (str | None) instead of (hash, query)
- response handler, proxy POST/GET/tool-call handlers, the MCP retrieve
tool, and the streaming feedback recorders retrieve by hash only
- proactive context-tracker expansion always restores full content
- delete CompressionStore.search() and its BM25 machinery (the bm25
module stays — it is still used by relevance/)
- CCRToolCall.query, CCRToolResult.was_search, and
ExpansionRecommendation.expand_full/search_query are removed

Plugins (advertised a now-defunct query param to the LLM):
- hermes (Python), openclaw + opencode (TypeScript) retrieve tools drop
`query` from their schemas, signatures, request URLs, and tests

Benchmarks/docs:
- ccr_regression + adversarial benchmarks switch from store.search() to
full hash retrieval (search input-injection tests repurposed to the
hash, the only remaining input surface)
- wiki/ARCHITECTURE.md, wiki/ccr.md, docs/content/docs/ccr.mdx,
config.py and store docstrings updated to describe hash-only retrieval

Tests updated to assert full-content retrieval and guard the removed
surface; the full CCR/proxy/store/TOIN suite passes. ruff + mypy clean.

## Description

<!-- Briefly explain the change and why it is needed. -->

Closes #

## Type of Change

- [ ] Bug fix (non-breaking change that fixes an issue)
- [ ] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing
functionality to change)
- [ ] Documentation update
- [ ] Performance improvement
- [ ] Code refactoring (no functional changes)

## Changes Made

- 

## Testing

<!-- Check what you actually ran, then paste the real command output
below. -->

- [ ] Unit tests pass (`pytest`)
- [ ] Linting passes (`ruff check .`)
- [ ] Type checking passes (`mypy headroom`)
- [ ] New tests added for new functionality
- [ ] Manual testing performed

### Test Output

```text
# Paste relevant command output or artifact links here
```

## Real Behavior Proof

- Environment:
- Exact command / steps:
- Observed result:
- Not tested:

## Review Readiness

- [ ] I have performed a self-review
- [ ] This PR is ready for human review

## Checklist

- [ ] My code follows the project's style guidelines
- [ ] I have performed a self-review of my code
- [ ] I have commented my code, particularly in hard-to-understand areas
- [ ] I have made corresponding changes to the documentation
- [ ] My changes generate no new warnings
- [ ] I have added tests that prove my fix is effective or that my
feature works
- [ ] New and existing unit tests pass locally with my changes
- [ ] I have updated the CHANGELOG.md if applicable

## Screenshots (if applicable)

Add screenshots to help explain your changes.

## Additional Notes

<!-- Mention any N/A checklist items, tradeoffs, follow-ups, or
maintainer context. -->
2026-06-28 10:32:43 -07:00
..
app docs: improve discoverability for AI agents and search crawlers 2026-05-13 17:36:06 -07:00
components tokens saved grid 2026-04-12 13:42:20 +06:00
content/docs fix(ccr): make headroom_retrieve a hash-only full-content lookup (#1532) 2026-06-28 10:32:43 -07:00
lib docs(ci): add CI/CD flow diagrams (#1062) 2026-06-16 23:05:15 -07:00
overrides fix: repair release and docs pipelines 2026-04-16 12:53:51 -05:00
screenshots Merge pull request #147 from JerrettDavis/feat/anthropic-usage-insights 2026-04-12 10:54:22 -07:00
.gitignore new docs UI + ts doc coverage 2026-04-12 13:15:58 +06:00
bun.lock fix(deps): remediate dependency CVEs and publish SBOM (#1509) 2026-06-27 15:28:12 -07:00
next.config.mjs new docs UI + ts doc coverage 2026-04-12 13:15:58 +06:00
observability.md fix(observability): G3 remediation — bound cardinality + wire dead metrics 2026-05-24 10:41:56 -07:00
package-lock.json fix(deps): remediate dependency CVEs and publish SBOM (#1509) 2026-06-27 15:28:12 -07:00
package.json fix(deps): remediate dependency CVEs and publish SBOM (#1509) 2026-06-27 15:28:12 -07:00
postcss.config.mjs new docs UI + ts doc coverage 2026-04-12 13:15:58 +06:00
proxy.ts new docs UI + ts doc coverage 2026-04-12 13:15:58 +06:00
README.md new docs UI + ts doc coverage 2026-04-12 13:15:58 +06:00
rtk-architecture.md fix(observability): wire Phase G PR-G3 RTK + proxy metrics (H-blocker) 2026-05-22 13:18:42 -07:00
source.config.ts docs(ci): add CI/CD flow diagrams (#1062) 2026-06-16 23:05:15 -07:00
tsconfig.json new docs UI + ts doc coverage 2026-04-12 13:15:58 +06:00

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