What I've Built
"That's who I am—I see a problem, I build a solution."
523,847 lines of code. 1,059 Python scripts. 11 production systems. From zero coding experience to enterprise-grade applications in under 3 years.
"I am a better sniper than machine gunner. Everything I do is like a sniper with a rifle. That is how I think."
The Numbers (3 Years)
523K
Lines written
1,059
Python scripts
$200K+
Revenue (2024)
11
Production systems
Started November 30, 2022 with ChatGPT 3.5. Zero prior coding experience.
How This Was Built
"AI didn't write my code. It taught me how to write code. Every line in production was understood, tested, and refined by me."
The Method
- Ask AI to explain concept
- Write code myself
- Debug with AI assistance
- Refactor for understanding
- Build something original
The Reality
- • 359K AI messages over 3 years
- • 391 sessions over 100 messages
- • Longest session: 1,117 messages
- • 5+ hrs/day watching tutorials at 2-3x
- • Coded every single day
"When I speak to AI, I can communicate at the speed of thought. Neurodivergent speak fluent AI better than neurotypical."
$200K+ Tax Credit Suite
Production systems generating real revenue. The WOTC (Work Opportunity Tax Credit) ecosystem.
Production multi-tenant system. Automated $5K/applicant phone calls into self-service in <60 seconds. Audio-guided accessibility-first design.
$200K+ revenue generated in 2024. Built in 1 week. Solo.
Full processing platform with AI-powered document extraction, PostGIS geographic eligibility, multi-tenant client management. Gmail → AI → Database → 86-column CSV export.
Production-ready IRS Form 8850 with 7-language support. Touch-enabled signatures, real-time validation, accessibility-first.
The Insight
"The bottleneck wasn't the code. It was human comprehension. Audio guidance solved what better UI couldn't. Each wrong checkbox = $5,000 lost."
Cognitive Infrastructure
The tools that make poly possible. External memory for minds that can't hold it all.
359K messages queryable in 256ms. Semantic search across 106K embedded messages. 92 MCP tools. The cognitive prosthetic that makes everything else possible.
Local-first video transcription. Whisper/Parakeet ML. 32,579 videos processed, 100K+ hours saved. Zero API costs at scale.
Give any LLM its own display. Send JSON, get interactive UI. Visual interface for AI outputs.
Portable thinking for any LLM. 359K conversations compressed to 8 principles into portable seeds. Paste, type 'unpack', journey.
Torah & Jewish Learning
AI-powered tools for ancient texts. Making classical scholarship accessible.
Real-time AI streaming translation of Talmud. Gemini 2.5 Flash. Inline commentary (Mefarshim) with nested exploration. Study journey tracking.
Professional bilingual Hebrew/English book typesetting. LaTeX + AI translation. Tur, Nefesh HaChaim, Derech Hashem. Siddur with 858 words, 248 roots analyzed.
L'ilui Nishmas Avraham Chaim ben David
MCP server for querying the Sefaria Jewish text library. Access Torah texts through AI.
Data Engineering
The engineering depth. Production scripts processing millions of records.
1,059 production scripts. 378,234 lines. 7 flagship systems: YouTube processing, ML embeddings, Gmail sync, 26-hour autonomous processor, 94% accuracy classifier.
41 Google Apps Scripts. AI integration (OpenAI, Claude), data processing, e-commerce automation, document intelligence.
Featured systems in Python portfolio:
Frameworks & Protocols
Systematic thinking packaged into shareable frameworks.
Human sovereignty framework for AI systems. SHELET protocol. 100% human agency, AI in the loop.
Mental health dimensional framework. Alternative to DSM categories. Body-based dimensions instead of symptom checklists.
Cognitive Seeds for the AI Era. SHELET Protocol implementation. ∞ → 5 → Decision → Perfect Output. Seeds that activate inside any LLM.
Experimental
Generative UI demo. AG-UI protocol + Gemini 3 Flash. AI agent controls UI in real-time. Human-in-the-loop approvals.
The Optics Decade (2012-2022)
"Optilab Group is an Israeli company founded by a domain expert with expertise in data analytics, app development, and ophthalmic lens production. The company raised 3 million USD in seed funding."
Israel's 4th freeform ophthalmic lens lab. $3M seed funding. Manufacturing at 3nm tolerance. Self-taught surfacing and coating.
Brokerage for Israeli optometrists to buy internationally. 100 pricelists cleaned to 600 SKUs.
AppSheet app tracking freeform lens production. 7+ people in workflow. Order status to delivery.
Machine learning to predict and reduce lens redo chances. Quality improvement system.
$3M
Seed raised
3nm
Tolerance
ISO 7
Cleanroom
43%
Supplier discount
Technical Depth
"Self-taught ophthalmic lens manufacturing both surfacing and coating. Achieved expert technical knowledge of the machines, process, maintenance. Trained 5 technicians. Used machine learning to reduce redo chances. Manufacturing the most advanced South Korean technology in super hydrophobic coatings."
"Used CAD design software to create an optimal physical layout of the production facility including the design and construction of ISO 7 Cleanroom."
Then COVID
"Eighty percent of Israeli optical stores are in malls. When those closed, our sales channels disappeared overnight. We tried everything—partnered with a laser hair removal chain, opened eight popup locations. But after a year fighting with faulty equipment... suppliers came collecting on debts that I personally guaranteed."
Automation & Integration
Connecting systems, automating workflows, reducing friction.
WhatsApp, calendar booking, leads, CRM integration for 8 optical stores.
Custom CRM with automated product selection, pricing, and international lab integration.
The Pattern
"I see a problem, I build a solution."
Across all these projects—cognitive tools, tax credits, Torah study, optics manufacturing— the pattern is the same: identify friction, understand the system, build the solution.
Domain Absorption
"People often think I'm in their field of work. I am able to get close to domain level understanding in a very, very short time. I can very quickly absorb domain understanding of topics."
The Consulting Philosophy
"Look through a microscope and then a telescope to calibrate the business value prop with real world cutting edge solutions to maximize current and future value."
"What is my core value add? It's not coding—coding is a means to an end. My real value is simplifying complex domains and shaping solutions tailored for specific situations."
"In the end there are no rules—every project is its own baby. Using creative deep problem solving and experience extracting the key areas of value and repackaging in a client specific package to drive practical transformation."
Tech Stack Mastery
Languages
Python (95%), TypeScript (90%), JavaScript, SQL
Frontend
React, Next.js, Tailwind, shadcn/ui
Backend
FastAPI, Supabase, PostgreSQL, PostGIS
AI/ML
OpenAI, Claude, Gemini, Embeddings, Classification
Code Quality Evolution
Year 1 (Learning)
• Functions per file: 20+ (learning stage)
• Code duplication: 30%
• Documentation: Minimal
• Testing: None
Year 3 (Now)
• Functions per file: 5-8 (modular)
• Code duplication: 15%
• Documentation: Comprehensive
• Testing: Growing (target 70%)
"The technical work was built while operating in the WRONG MODE—trying to be a frequency processor when actually a depth processor. Now I know: depth over frequency. Sniper over machine gunner."
The Honest Truth
"Three years ago, I couldn't write 'Hello World'. Today, I architect systems that serve thousands. Tomorrow, I'll build what seems impossible today."
"If someone with zero coding experience can write 500K+ lines of production code in under 3 years, you can too."
All 132 repositories on GitHub (36 public) → · The full learning journey → · About →