Most software consultants will show you a portfolio.
This one starts with a confession.
You'veoutgrownyourarchitecture.Featuresshipslower.Bugscompound.Thepeoplewhobuiltthefoundationmovedon.
Soyouhireaconsultancy.Thepitchisapartnerintheroom.ThedeliveryistwojuniorsinaSlackchannel.Halfyourbudgetfundstheiroverhead.
Whatiftheproblemwasneverthesoftware?
Then he learned to ship.
Then he learned to prove it.
Then ChatGPT launched.
Specializesintheorganizationalstructuresthatmakeintelligentensemblescoherentandsteerable.
Custom model training & fine-tuning
Not prompt engineering — actual model training, LoRA fine-tuning, dataset curation, and evaluation pipelines.
Dataset creation & benchmarks
Created STPLS3D, a benchmark dataset for geospatial AI with 157+ citations. Understands data quality at the foundation level.
Computer vision & spatial AI
Gaussian splatting, photogrammetry, transformer architectures, and 3D scene understanding — funded and published before the hype cycle.
Agentic systems & orchestration
Multi-agent architectures, tool-use patterns, memory systems, and LLM orchestration deployed in production at enterprise scale.
AI-assisted product development
Embedding AI into real products — not chatbot wrappers, but integrated intelligence that makes the product smarter and the user faster.
RAG, embeddings & retrieval systems
Vector search, knowledge bases, semantic retrieval, and grounded generation — the infrastructure most AI features actually need.
A passion for narrative — understanding story structure deeply enough to build AI systems that can decompose, reconstruct, and pattern-match against real cinema.
Semantic search across 681 AI-generated films. Extract a narrative from any movie. Watch the system find the matches.
Open Stereovoid Films ↗↕ scroll to dodge
"Theorganizationalstructuresthatmakeintelligentensemblescoherentandsteerable."
|Thecodeisfreenow.What’srareisknowingwhattobuild—anddirectingthemachinesthatbuildit.
One engineer. One file.
Sequential. Human-speed.
One engineer + one AI.
Faster, but still one thread.
One expert directing a swarm.
Parallel streams. Full context.
The output of ten. The invoice of one.
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Film.
Games.
Research.
Enterprise.
AI.
All of it converges into one practice,
run from a farm on Prince Edward Island.
