Case Studies
Find the real bottleneck. Eliminate it. Ship results.
Every case study on this page follows the same pattern: the problem everyone sees isn't the real problem. The real problem is the interface between human understanding and machine capability. Find the actual bottleneck. Eliminate it. Everything else follows.
Brain MCP — A Cognitive Prosthetic for One Person
The Context
ADHD means monotropic attention. One tunnel at a time. Total immersion — and total amnesia for everything outside it.
Every context switch was a factory reset. Decisions remade. Questions re-asked. Breakthroughs rediscovered months later. Not poor organization — neurology.
The Problem Everyone Was Solving
Every AI memory tool is built for organizations. Team knowledge bases. Corporate wikis. Institutional memory for groups of people. The assumption: memory is a collaboration problem.
But the bottleneck wasn't AI capability. It was context continuity for a single mind. Three months deep in Torah study? The AI architecture decisions don't exist anymore. Switch to frontend? The 47 open Torah questions vanish. Not deprioritized. Gone.
The Real Bottleneck
“The prosthetic doesn't fix the brain — it works around it. Don't fight monotropic attention. Build infrastructure that preserves context across attention shifts.”
Every AI memory tool is built for organizations. Brain MCP is built for how one person actually thinks.
The Solution: 25 MCP Tools
387K messages indexed across Claude, ChatGPT, Claude Code, and Clawdbot. 85K semantic embeddings for conceptual search. 9,979 structured summaries with extracted decisions, questions, and breakthroughs. Running cost: $0.05/day.
The trigger phrase: use brain — and 12ms later, the full context is back.
+ 4 more prosthetic tools (open_threads, dormant_contexts, cognitive_patterns, tunnel_history) and 17 generic tools (semantic search, thinking trajectory, alignment check, etc.)
The Results
| Metric | Before | With Brain MCP |
|---|---|---|
| Context recovery | Gone when tunnel moves | 12ms |
| Open questions | Forgotten permanently | 111,942 preserved |
| Decisions | Remade from scratch | 36,743 tracked |
| Domain switching | Full restart | Cost quantified + brief |
| Running cost | — | $0.05/day |
| Context survival | 0% | 100% |
One person. 18 months. A cognitive prosthetic that turns neurological context death into queryable memory.
Now open source — MIT licensed. Because this problem isn't unique to one person.
Timeline
Technical Stack
Same Pattern, Different Domains
WOTC Tax Credit System
Problem: An entire industry spent years building better forms. Wrong answer rate stuck at 30%.
Real bottleneck: The form wasn't the problem. Comprehension was. Employees couldn't understand the question — so they answered wrong.
Result: Audio-guided verification. 60 seconds. Error rate: 30% → under 5%. $200K+ in credits captured. One week. One person.
QinBot
Problem: Religious communities need kosher phones (no browser, no apps). But they also need AI.
Real bottleneck: Everyone assumed AI requires a smartphone. The real constraint was the interface assumption, not the hardware.
Result: Full Claude AI on a dumb phone. No browser, no apps, no images. The most capable kosher phone on the planet.
YouTube Pipeline
Problem: Everyone thought the bottleneck was transcription cost — API fees, cloud compute, scaling.
Real bottleneck: The real constraint was dependency on external services. Remove the dependency, remove the cost.
Result: 32K videos transcribed. 41.8M words processed. Local ML on Apple Silicon. Total cost: $0.
Google Apps Script Portfolio
Problem: 41 separate business processes running on manual labor and email chains.
Real bottleneck: The constraint wasn't technical complexity — it was that nobody realized these were automatable. The bottleneck was imagination.
Result: 41 production scripts across 13 categories. SSN matching, Torah translation, WooCommerce automation. All running unattended.
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