We fine-tune custom models and build AI for real devices — phones, wearables, smart glasses. From engineers who've trained LLMs from scratch.
Intelligent web platforms and mobile apps we design, build and operate — explore all six.
Web platform · Wedding invitations & RSVP
Luxury digital wedding invitations with RSVP built in. One beautiful, multilingual link to share — then every reply, headcount and dietary note tracked from a single live dashboard.
R&D · Decision intelligence
A what-if engine for high-stakes decisions. Policy Simulator models the downstream impact of a rule, price or policy change before you ship it — running thousands of agent-based scenarios and surfacing the trade-offs in plain language.
Never miss what matters. Every birthday, anniversary and important date — with a nudge at just the right moment.
A personalized quit plan, real-time support when a craving hits, and momentum that keeps you smoke-free for good.
Smart dose reminders, adherence streaks, stock alerts and family monitoring — because every dose matters.
Tiny wins, compounded. Behavioral AI sets the right next streak and nudges you at the right moment.
Four capabilities, one ladder — from an AI-native build up to models running on your own hardware.
Your data, your domain, your model — not a prompt wrapper.
Learn moreAutonomous workflows that act — retrieve, decide, execute — not just chat.
Learn moreModels running on phones, wearables and embedded hardware. Private, fast, offline-capable.
Learn moreWebsites and apps end to end, with intelligence built in from day one — assistants that actually answer, search that actually finds.
Learn moreEverything here runs on-device. No sign-up, nothing leaves your browser.
Sentiment & intent, locally
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How we think about AI systems, in public — all posts.
Buy, rent or API — the real break-even math on owning a GPU for LLM inference, which cards actually matter, what fits in how much VRAM, and the hidden costs that change the answer.
ReadA technical teardown of retrieval-augmented generation — ingestion, chunking strategies, embeddings, vector search, reranking and grounded generation — plus where RAG pipelines actually break.
ReadThe open-source local LLM stack, demystified — what llama.cpp, Ollama and vLLM each actually do, how quantization works, what fits in your VRAM, and when self-hosting beats an API.
ReadCONTACT — REPLY WITHIN ONE BUSINESS DAY
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