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…n stats - `crumb compress`: two-stage compression pipeline inspired by Google's TurboQuant. Stage 1 (PolarQuant-like) does semantic dedup, Stage 2 (QJL-like) does signal-scored pruning. Configurable target ratio. - `crumb bench`: gamified compression scoring — grades crumbs A-F on density, compressibility, structure, and conciseness (out of 100). - `crumb inspect` now shows token cost, content density, keyword density. - `crumb dream` now reports compression ratio after consolidation. CLI now at 26 commands. https://claude.ai/code/session_018rgag4FMarjfsCwLpaRXSZ
- `crumb from-git`: auto-generate task crumb from git history — recent commits, changed files, branch context. Instant handoff for any dev switching contexts mid-branch. - CI bench action (.github/workflows/bench-pr.yml): runs `crumb bench` on all .crumb files in PRs, posts score table as a comment. Reusable workflow + copy-paste template for other repos. - VS Code extension (vscode-extension/): command palette commands (new task, validate, compress, bench, "crumb it"), .crumb syntax highlighting, and 5 snippet templates. Ready for marketplace publish. CLI now at 27 commands. https://claude.ai/code/session_018rgag4FMarjfsCwLpaRXSZ
* feat: ship MeTalk and PyPI-ready crumb-format 0.2.0 * fix: install crumb-format from checkout in CI workflows * chore: auto-generate .crumb handoff for PR #3 * fix: use local reusable bench workflow in CI template * chore: auto-generate .crumb handoff for PR #3 --------- Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
* feat: add crumb REST API for cross-AI access * chore: auto-generate .crumb handoff for PR #4 --------- Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
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CRUMB Bench Results
Powered by crumb-format — TurboQuant-inspired context compression |
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Validation
node --check studio/static/app.jspytest tests/test_crumb.py tests/test_metalk.py tests/test_studio.pypython3 crumb_cli.py studio --smoke-test.venv-studio-check/bin/python studio/packaging/build_studio.pydist/CRUMB-Studio.app/Contents/MacOS/CRUMB-Studio --smoke-test.venv-studio-check/bin/python studio/packaging/archive_build.py