desgunss retweeted
This prompt turns an AI agent from "writes code however it feels" into "finishes the job on its own"
Drop it into CLAUDE.md and forget the endless "now fix this one more thing":
1. Plan first. Any task with 3+ steps starts with a plan. If something goes sideways, stop and re-plan instead of pushing through
2. Subagents for the side work. Research and parallel analysis go to separate agents, so the main context stays clean
3. Self-improvement loop. Got corrected? Write the rule into tasks/lessons.md. The same mistake never happens twice
4. Not "done" until it's proven. Tests, logs, a diff against main. Ask yourself: "Would a staff engineer approve this?"
5. Elegance, without the fanaticism. Feels hacky? Redo it with everything you know now. Don't overcomplicate small fixes
6. It fixes bugs itself. Got an error, a log, or a failing CI? It sorts it out without hand-holding
Plus three principles: simplicity, root causes instead of patches, and touching as little code as possible
Full text in the video above.
Bookmark this. You'll want it tomorrow, and you won't feel like hunting for it.
desgunss retweeted
Holy f*ck, xAI quietly dropped 56 official Grok bot use cases, so I built a full tier list ranking all of them.
Covering everything from absolute must-haves you need to deploy right now, to niche tools barely anyone will touch.
Scored every single bot on 3 key metrics:
1. how much human babysitting it needs
2. actual hours saved per week
3. real ROI for builders and small teams
56 bots mapped across S, A, B, and C tiers.
Pause and zoom in on the video to check out the details.
Start with the S-tier, then pick the rest based on your niche.
Read my article below and bookmark this tier list so you don't lose it ↓
desgunss retweeted
RAG latency is killing your production pipelines.
Here is how Deep Fusion Memory (DFM) solves it with zero-search parametric injection ↓
