feat: add CRUMB Capsules, Relay timeline, and filesystem brain bridge#9
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slavazeph-coder wants to merge 10 commits into
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feat: add CRUMB Capsules, Relay timeline, and filesystem brain bridge#9slavazeph-coder wants to merge 10 commits into
slavazeph-coder wants to merge 10 commits into
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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>
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CRUMB Bench Results
Powered by crumb-format — TurboQuant-inspired context compression |
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This PR adds the first additive implementation pass for the next public layer of CRUMB:
What landed
cli/capsule_tools.py.crumbfilescapsule_cli.pybrain_bridge_cli.pydocs/CAPSULES_RELAY_BRAIN.mdexamples/task-launch-crumb-capsules.crumbWhy this shape
The repo is already strong on structured handoffs and MeTalk compression. This PR adds the next layer without breaking CRUMB v1.1 or forcing a heavyweight backend into the core product.
This keeps the architecture split clean:
Important note
This PR is intentionally additive.
I did not patch the existing monolithic
cli/crumb.py,crumb_cli.py,README.md, orpyproject.tomlentrypoints from this session because the available GitHub connector path safely supported file creation for this pass, but not a straightforward high-confidence contents update workflow for the existing large files.So this lands real code and docs now, while leaving a clear follow-up patch to:
capsuleandbrain bridgeinto the maincrumbCLIFollow-up patch ideas
crumb capsule createcrumb relaycrumb bridge brain savecrumb bridge brain recall