llm-fit Resume Guide (for next session)
Last updated: 2026-03-09 (America/Chicago)
Mission
Reach 1000 GitHub stars for llm-fit before next week by combining:
- product quality improvements,
- clear positioning,
- fast distribution + feedback loops.
Repo: https://github.com/WilliamK112/llm-fit
Current Progress Snapshot
- Build progress:
ββββββββββ 70% - Launch readiness:
ββββββββββ 50% - Star progress:
ββββββββββ 0%(0/1000)
Latest shipped commits
cc9a9e2feat: benchmark submission schema + contribution guide3fa24b6feat: improved detect output + README usage docs355d766docs: v0.1.0 release notes7c579a8feat:--detect+ macOS auto-detection
Release
What is already done
- CLI estimator works.
- Web local UI works (
npm startβ http://localhost:4173). - Progress dashboard works (
/progress.html). --detectmode implemented (macOS viasystem_profiler).- README includes differentiation vs benchmark-only tools.
CONTRIBUTING.md+ benchmark template added.- Launch-post templates exist in
LAUNCH_POSTS.md.
Remaining TODO (priority order)
P0 (immediate)
- Add README conversion assets:
- badges,
- screenshot/GIF,
- stronger above-the-fold demo section.
- Publish distribution wave:
- X post,
- Reddit post(s),
- Show HN post.
- Monitor reactions and ship 1 fast follow-up patch (v0.2) from feedback.
P1
- Improve estimator realism:
- quant-aware estimates,
- confidence ranges,
- clearer fallback guidance.
- Add machine profile presets and import/export.
P2
- Add lightweight test coverage for core estimator logic.
Expectations
- Move fast with small, high-quality commits.
- Never wait for a huge perfect release.
- Every work block should end in one of:
- pushed commit,
- launched distribution action,
- clear unblock request.
- Report progress in PR-style updates with:
- commit hash,
- progress bars,
- star delta,
- next highest-leverage action.
Limitations / Constraints
- Stars cannot be guaranteed on a fixed timeline.
- External platform posting may require human approval/session context.
- No personal/privacy leakage.
- No actions that impersonate user voice without explicit direction.
- If required auth/platform access is missing, request shortest unblock step.
Allowed actions (pre-approved by user intent)
- Continue building and improving
llm-fitautonomously. - Install/use safe skills when needed (prefer vetted/security-reviewed flow).
- Commit and push directly to the project repo.
- Prepare launch/distribution content and execute where access permits.
- Keep heartbeat-driven 10-minute progress checks aligned with
HEARTBEAT.md.
Do/Donβt checklist for next session
Do
- Read
llm-fit/STAR_SPRINT.mdfirst. - Run quick sanity checks before push:
npm run cli -- --detectnpm run cli -- --ram=16 --vram=8 --cpu=mid --platform=apple-silicon
- Keep README and launch copy synchronized with current capabilities.
Donβt
- Donβt claim launch/post actions were done unless verified.
- Donβt stall on planning without shipping.
- Donβt modify unrelated repos/files for this sprint.
Quick command block
cd /Users/William/.openclaw/workspace/llm-fit
npm run cli -- --detect
npm start
# progress dashboard
open http://localhost:4173/progress.html
# git flow
git status
git add .
git commit -m "<small focused change>"
git push