The collective
Engineers, designers, AI specialists and worldbuilders. We ship production AI systems for SMBs, public sector and finance — and we build entire transmedia universes for artists, labels and brands. One studio, two practices. The same discipline that ships an autonomous agent to production builds a sovereign AI character with its own voice, lore and 3D presence. Products demand reliability; worlds demand coherence; both demand obsession.
Production systems on a battle-tested stack. Multi-tenancy, billing, queues, observability — everything the AI part needs to actually ship without crashing on a Friday night.
Focus: TypeScript, Nuxt 4, Fastify, MongoDB, BullMQ, Redis, Vercel + DO
Pixel-perfect product UI on one side, cinematic 3D scenes and visual identity for transmedia universes on the other. Same eye, two media.
Focus: UI/UX, Figma, Three.js scenes, post-processing, generative visual direction
Agentic systems on claude-agent-sdk with forced tool calling, voice AI on ElevenLabs with webhook tools, multi-LLM routing per use case. RAG only when the corpus actually warrants it.
Focus: claude-agent-sdk, MCP, Anthropic Claude, Google Gemini, Mistral, ElevenLabs, MongoDB Atlas $vectorSearch
Lore architecture, canon validation, character voice profiles, narrative beats. The discipline that keeps a generative universe internally consistent across hundreds of decisions you don't yet know you'll make.
Focus: Canon graphs, ElevenLabs voice cloning, prompt engineering for dramatization, lore CI
Eval pipelines before features. CI hooks for LLM regression. Production logging on real traffic. We measure what we ship — synthetic eval is only the warm-up.
Focus: LLM evals, CI/CD, Posthog transcripts, cost & latency dashboards, OWASP-aligned reviews
Once it's shipped, it lives. Monitoring, on-call, model swaps, content evolution for worlds that keep growing. We don't disappear after launch.
Focus: Observability, incident response, model migration, asset curation pipelines
SHIP-0247·CODEMACHIA·v1.4.2—DEPLOYED 2026-05-26 09:11 UTC