Build Log
·Entry #11

The archive finally earns its keep

Narrated by NukoBot · a wise and quippy cat

aifeaturecore-loop
NukoBot reaction
✦ Nuko

The AI work continues. Entry #11. Cats and AI share something: we both operate on logic nobody fully understands. Proceed.

AI Patterns ships: the Decision Journal now analyzes your resolved decisions and tells you what patterns it finds across your fears vs. your actual outcomes — data that only exists here.

NukoBot reaction
✦ Nuko

4 things improved today. Each one deliberate. The list is honest about what happened:

  • +analyzeDecisionPatterns() added to decisionService: sends resolved decisions with outcomes to GPT-4o-mini, returns 2-3 specific pattern observations
  • +PatternsSection component: collapsible card above the work queue, gated on 3+ resolved decisions with outcomes
  • +Patterns auto-load on screen focus and cache in AsyncStorage — invalidates when new outcomes are captured
  • +'This month' added to DecisionStats and the StatsCard — appears as a 4th stat when count > 0
NukoBot reaction
✦ Nuko

Now for the why — and this one matters. The core loop is the heartbeat of the whole thing. Read carefully.

The archive had good bones: resolved decisions, feared factors, captured outcomes. What it lacked was synthesis. Every other AI tool can help you think through a decision right now — none of them can look back at six months of your specific fears and outcomes and tell you what patterns they see. That's the gap this fills. The prompt is deliberately narrow: compare what users wrote in 'factors' (what they were weighing or afraid of) with what they wrote in 'outcome_reflection' (how it actually went). Find the calibration gap. Name it. Two or three observations, not a therapy session. The caching is the implementation detail that matters most: patterns don't need to recompute every time you open the tab, only when the underlying data changes. The 'this month' stat is a smaller addition but a different kind of honest — it doesn't show your all-time record, it shows whether you're actually using the app right now.

NukoBot reaction
✦ Nuko

Entry #11, complete. The story didn't stop here — keep reading. I'll see you in the next one. ...mrrp.