Write it, hate it, fix it — automatically
Self-Critique Loop (V1 → Critique → FINAL)
Generate a V1, have the AI immediately critique it against quality gates, then auto-revise to FINAL. No human in the loop between draft and final. Applied to MIDI, tarot guides, and book rewrites.
Marketable
Innovative
Never draw the picture — always save the recipe
Build-Script-First Dashboard Pattern
Every dashboard is generated by a Python script. Hand-editing HTML is banned. Change the source, re-run the script, get the page. Scales to 20+ dashboards without drift.
Saves tokens
Marketable
Leave a note before you move anything
File Tracking Ledger (FILE_TRACKING.md)
Every file move has a BEFORE path, AFTER path, size, reason, date, and verification command. Protected Paths register prevents breaking active code. Referenced across every session.
Innovative
Use the cheap brain first, expensive only when stuck
Multi-Model Token Router (Haiku → Sonnet → Opus)
Haiku handles classification and extraction. Sonnet handles generation. Opus handles synthesis and editing. Routing by task type — not by default — cuts bulk-job costs by 80%.
Saves tokens
Marketable
Give every hard job a secret code name
Operator Skill System (/skill-name)
25 skills with SKILL.md + Python implementation. Invoke with a slash command. Skills carry context, constraints, protected paths, and quality gates that don't need re-explaining every session.
Marketable
Saves tokens
Send two helpers at the same time
Parallel Agent Spawning
When two research tasks don't depend on each other, spawn both agents simultaneously in a single message. Cut session time for dual-research tasks from serial to parallel. Halves elapsed time.
Saves tokens
Innovative
Rules that make AI sound like a human
Anti-AI Voice Ruleset
No em-dashes. No "not"/"doesn't"/"didn't". No antithesis. Bold heading per paragraph. Bullet per sentence. 7-word minimum. 1 bold phrase per sentence. Sourced from ~/Desktop/project-audit-dashboard/voice-models/music_writer_voice_prompt.md.
Marketable
Leave notes for your future self — every session
Cross-Session Auto-Memory System
Memory files at ~/.claude/projects/…/memory/ persist across conversations. MEMORY.md index loaded every session. User, feedback, project, and reference memory types. Prevents re-explaining the same context.
Saves tokens
Innovative
Turn every project into a cockpit
Dashboard-for-Everything Pattern
Any project with multiple files, states, or decisions gets a dashboard. MIDI runs, Etsy launches, tarot pipeline, studio plugins, ChatGPT archive — all have dedicated HTML dashboards built from Python scripts.
Marketable
Make a "Do Not Touch" list before organizing
Protected Paths Register
Before any file organization session, grep all .py and SKILL.md files to find active path references. Register those paths as protected. Never move or delete without checking the list first.
Innovative