AI data research lab. We ship products that collect real human work for models. Backed by @StanfordSBA @NEARProtocol. PublicAI LLM Index @PublicAIData.
Mars
Joined January 2023
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Four habits that make Claude Code sessions go smoother:
- Keep a CLAUDE.md with your build, test and lint commands so it stops guessing
- Ask for a plan before any code on bigger tasks
- Commit before a large change so a bad run is one revert away
- Start a fresh session for unrelated work instead of piling onto old context
What would you add?
That side project you spent months on and never shipped might be worth more than you think.
A company building AI coding models is looking for complete software projects with real git history, the messy commits and all.
- Takes a minute to tell us about yours
- No code or repo links needed
- No commitment
Abandoned repos welcome. Apply: 👇
Two small Claude Code changes that make long sessions noticeably better.
What's the first setting you change in a new Claude Code setup? 1/3
- Idle compaction can now be turned off in /config, so a session you step away from keeps its full context when you come back
- The new CLAUDE_CODE_AUTO_MODE_MODEL env var lets you choose which model runs auto mode
Monday tip: if you work in long sessions, turn off idle compaction and point auto mode at the model you trust most. 2/3
Long, real sessions like that are exactly what Trajector rewards. 3/3
publicai.io/trajector
When Claude Code's fix fails a test, don't just paste the error back.
Ask: "Why did your fix fail? What did you assume that was wrong?" Making it explain the miss first usually gets the right fix on the next try instead of the fifth.
Debugging with Claude Code this week? Those sessions can count on Trajector. 👇
Your Claude Code sessions just got more valuable 🧠
Trajector now rewards sessions that include reasoning summaries, and Claude writes them for you. Setup takes 10 seconds and costs zero extra tokens.
⚡ Terminal: trajector enable
🖥️ Desktop: Transcript view → Thinking
🤖 claude -p: --thinking-display summarized
Switch it on before Oct 17 so your sessions keep earning!
Before letting Claude Code touch a big change, ask for a plan first. "Don't write code yet. List the files you'd change, in what order, and what could break."
Review it, cut what you don't want, then say "go." Fewer rewrites, cleaner diffs.
Sessions like that, real work with real decisions, are what Trajector captures.
What's your go-to prompt before a big refactor?
Devs, how many hours a week are you in Claude Code?
@the_monkey_monk earned $100+ just by sharing the Claude Code sessions he was already running.
That's Trajector: your real AI coding work, paid. 💸
Follow @PublicAI_ to see more builders getting paid!
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