HighPerformance.LeanEfficiency.MinimalFootprint.PenniestoRun.

Ultra-light software, engineered at the systems level.
Built to do more with less — minimal memory, minimal CPU, minimal cost to run.
The right architecture and lean technologies instead of heavyweight stacks, so the same workload runs on a fraction of the hardware — and a fraction of the bill.

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Unified architecture.
Native performance.

Ultra-light software, engineered at the systems level. Fast at the metal, light on resources, cheap to operate. Lean architectures and low-cost technologies that squeeze the most out of every byte and every cycle — so you run the same workload on smaller, cheaper infrastructure.

Speed as a
competitive edge.

Millisecond cold starts. Megabytes instead of gigabytes. 10x lower cloud bills. Software that scales without scaling costs — a real advantage over bloated competitors.

Sub-second startup
Minimal footprint
Lower infra costs

Your AI is only as good
as its context.

Raw databases, historical data, unstructured files — turned into the clean, structured knowledge AI needs to deliver accurate results. Deduplicated, kept in sync with the source, enriched with the relationships between entities, and indexed so the right information surfaces every time.

RAG System

Retrieval-augmented generation for accurate, grounded responses with real-time data access.

Context Engineering

Build rich, structured contexts that maximize AI comprehension and response quality.

Shared Memory

Vector storage & knowledge graphs for persistent, queryable AI memory across sessions.

Agents

Autonomous agents that retrieve, reason, and act on your data — not just answer.

The demo works.
Production doesn't.

Built fast with AI. Rebuilt to last.

From prototype to production.

AI makes it easy to ship an app. It doesn't make it cheap to run, stable under load, or possible to maintain. We take what's already built — vibe-coded prototypes, AI-generated codebases — and re-engineer the foundations: leaner architecture, a fraction of the running cost, code that holds up in production and is actually maintainable.

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what we do

Discover our products, open source projects, and published work.

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