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.
Everyone quotes '4-bit, ~0.6 GB per billion parameters' as if it were free. It isn't. How GPTQ, AWQ and QAT differ, why outlier channels are the whole problem, what NVFP4 changed, and what actually degrades — long context, multilingual and reasoning, none of which MMLU will show you.
ReadA collections call is a regulated conversation, not a chatbot session. Why RBI's data-localisation rules make self-hosted ASR, LLM and TTS the only viable architecture — plus the latency budget, the Indic-language problem, and the limits the system must never cross.
ReadA 12 GB iPhone does not give you 12 GB for a model. The real memory ceiling, honest tokens-per-second numbers, why the Neural Engine isn't where the gains went, and what still has to go to the cloud.
ReadCONTACT — REPLY WITHIN ONE BUSINESS DAY
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