April 2, 2026

TL;DR. Karpathy uses LLMs to compile a personal markdown wiki in Obsidian from raw sources, then queries and grows it agentically — shifting his token spend from code to knowledge.

Takeaways

• Pipeline: drop sources into raw/, let an LLM "compile" them into linked .md articles with summaries, backlinks, and categories; Obsidian is the IDE, the LLM does all the writing.
• At ~100 articles / 400K words, fancy RAG wasn't needed — auto-maintained index files and summaries let the agent find what it needs; outputs come back as markdown, Marp slides, or matplotlib, then get filed back into the wiki so explorations compound.
• "LLM health checks" lint the wiki for inconsistencies, missing data, and new article candidates; he sees room for a real product here, and eventually finetuning so the model "knows" the wiki in its weights.

TL;DR. Ryan Carson's "clawchief" is an operating layer on top of OpenClaw that turns it into a proactive chief of staff handling email triage, scheduling, CRM updates, and daily task prep.

Takeaways

• Repo at github.com/snarktank/clawchief — skills + workspace files layered on an existing OpenClaw + GOG (Gmail/Calendar/Sheets) install, not a replacement.
• HEARTBEAT.md is the proactivity trigger: makes the assistant loop through priority map, auto-resolver, and live task list, and only ping when action is actually needed.
• One canonical tasks.md as the single source of truth — kills duplicates and stale state instead of guessing from chat history.
• Credits @pedroh96's priority-map / auto-resolver / ingestion pipeline pattern (from his Core Memory interview) as the conceptual backbone.

TL;DR. Warp hit 500K weekly devs by hunting untapped channels (YouTube creators, paid GitHub READMEs, $2 Google Ads CAC, hackathon judges) before anyone else noticed them.

Takeaways

• Don't build a content team — hire the creator already making what your audience loves and get out of their way (0→60K YouTube subs in 3 months).
• Paid GitHub README placements worked so well people thought GitHub had launched an ad network.
• Cracked Google Ads down from $30 to $2 CAC by finding one sleeper keyword ("best Mac terminal") and relentlessly A/B testing landing pages.
• At hackathons, market to the judges, not the students — they're the senior leaders at your target accounts.

TL;DR. Your relationship to authority is just your unresolved relationship with your childhood authorities wearing different masks.

Takeaways

• Resisting authority = couldn't trust the ones who raised you.
• Refusing your own authority = still scared of becoming them.
• Defining yourself by your authority = still chasing their approval.