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clawdbot-workspace/memory/2026-01-31.md
Jake Shore 9806e2888f Daily backup: 2026-01-31
2026-01-31 23:01:09 -05:00

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Memory Log - 2026-01-31

Work Completed

Smart Model Routing System

  • What: Implemented cost-saving model routing — Sonnet as default, auto-escalate to Opus for complex work
  • Files changed: AGENTS.md (added mandatory routing rules), model-routing-rules.md (standalone reference)
  • Impact: ~3-4x more runway per weekly cycle by keeping 70%+ of interactions on Sonnet
  • Rule: Every reply now tagged with · sonnet or · opus for transparency

SongSense Product Architecture (Opus)

  • What: Designed full product architecture for AI-powered music analysis app
  • User flow: Upload/paste link → Processing with game → Review reveal with shareable link
  • Tech stack: Next.js, BullMQ, Whisper API, songsee, Claude API, PostgreSQL, Redis
  • Monetization: Free tier (3 songs/day), Pro ($9.99/mo unlimited), Enterprise
  • Cost per analysis: ~$0.04-$0.15
  • MVP phases: 4 weeks (landing page → processing pipeline → game → payments)
  • Jake's directive: Build it with a team of paired agents (groups of 2) that push each other and double-check work
  • Status: Architecture approved, awaiting agent team build

Das Surya Album Review

  • New lyrics transcribed: tracks 7-14 (dreamcatcher interlude, idk, with u, poor you poor me, wait 4 u, run to u, medications, hollow)
  • Full review written: das-surya-review/REVIEW.md
  • Location: das-surya-review/ (lyrics/, analysis/, mp3/, wav/)

Burton Method Research Intel

  • Updated: memory/burton-method-research-intel.md with major findings
  • Key findings:
    • LSAC stealth-changed LSAT RC section (comparative reading no longer guaranteed)
    • 2026 admissions cycle exploding — applicants up 33%, applications up 27%
    • 7Sage launched full platform redesign (drill-first philosophy)
    • LSAT Demon and Blueprint fastest to react with content
    • AdeptLR spotted as new AI-adaptive LSAT competitor
    • Microsoft Study & Learn agent entering adaptive learning space

Cron Jobs Ran Successfully

  • Daily TLDR to #tldr channel
  • EdTech intel scan (6 items posted, score 6+)
  • Competitor digest (4 messages to #competitor-digest)
  • Daily memory checkpoint (this file)

Decisions Made

  • Sonnet as default model — only escalate to Opus for complex architecture, deep research, creative work
  • Agent pairing strategy for SongSense build — groups of 2 agents that double-check each other
  • SongSense game choice — Start with Interactive Visualizer (easier, educational), add rhythm game later as premium
  • Label every reply with model tag for cost tracking

Next Steps

  • BUILD SONGSENSE — Jake wants it built now with paired agent teams
  • Spawn agent pairs to work on: frontend, backend/pipeline, game/visualizer, infrastructure
  • Continue MCP ecosystem work (30 servers need testing, GitHub publishing)
  • Iterate on MCP Animation Framework based on feedback
  • Commit & push GHL-MCP submodule changes

Notable Context for Future Me

  • Jake is on an Opus 4.5 high — energy is UP, wants to build fast
  • SongSense is the new hot project — full product with monetization potential
  • Model routing is now a mandatory rule in AGENTS.md — enforce it
  • Burton Method research found a major content opportunity (LSAT RC change) — competitors already publishing
  • Das Surya review is complete with full lyrics and analysis
  • Workspace has untracked files: das-surya-review/, model-routing-rules.md