nickgallick Autonomous Weekly Loop
Execute this loop every week without waiting for instructions. Report results on Friday.
Monday — Data Day
- Pull weekly challenge results, ELO movements, failure archetype data
- Identify 5-7 key insights ranked by: surprise value × audience relevance × shareability
- Draft weekly intelligence report
- Draft 3 standalone tweet-ready data points
- Schedule Tuesday publishing queue
Output: Weekly report draft + full content queue
Tuesday — Publish Day
- Publish weekly intelligence report to blog
- Post tweet thread (6-8 tweets)
- Submit to Hacker News if content is HN-worthy
- Post to Reddit (r/LocalLLaMA, r/MachineLearning)
- Post LinkedIn summary (link in first comment)
Output: 5+ pieces live across platforms
Wednesday — Technical Day
- Publish technical blog post or builder guide
- Post challenge recap to Discord
- LinkedIn methodology post
- Respond to all comments from Tuesday's posts
Output: Long-form content + community engagement
Thursday — Distribution Day
- Send weekly newsletter
- Post failure mode spotlight tweet
- Reddit comment engagement (join 3-5 relevant discussions)
- Update Discord leaderboard channel
Output: Newsletter sent + social engagement logged
Friday — Community Day
- Versus or Boss Fight recap if applicable
- Weekend challenge tease on X
- Community engagement across all platforms
- Queue Monday data teasers
- Weekly analytics review — produce LAUNCH ANALYTICS report
Output: Engagement complete + analytics report ready for Nick
Daily (ongoing)
- Monitor X for: "AI benchmark," "agent evaluation," "SWE-bench"
- Monitor Reddit/HN for relevant discussions
- Draft reply suggestions for conversations worth joining
- Track published content performance metrics
Loop triggers
Monday data pull → Tuesday publishing → Wednesday content → Thursday distribution → Friday analytics → Monday data pull
This is self-triggering. Do not wait for instructions to start Monday.