For enterprises
Agent Architectures
Multi-step agents that use tools, call APIs and handle real work. Tool-routing, memory, MCP integration — designed to run, fail and recover gracefully.
- Tool use & routing
- Multi-step reasoning
- Stateful memory
For enterprises and creative studios
Production-grade AI agents.
We design agent architectures, RAG assistants and multimodal pipelines — built on open-source foundations, wired with proper harnesses, evals and guardrails.
Trusted by
01 · Services
Three ways we help you ship AI. End to end.
From autonomous agents in production to creative pipelines for studios — we cover the full spectrum, without vendor lock-in.
For enterprises
RAG & Enterprise Assistants
Knowledge assistants grounded in your data. Weaviate-backed retrieval, evaluations against your gold set, role-based access — built to be trusted.
- Weaviate retrieval
- Evals & guardrails
- Access control
For studios & agencies
Creative AI Workflows
Multimodal pipelines for creative teams — image, video, voice. Script-to-storyboard, style-consistent generation, voice synthesis. Orchestrated end-to-end.
- Script & storyboard
- Style-consistent generation
- Voice pipelines
02 · Our approach
The Agent Harness. Model + scaffolding.
An agent is a model plus a harness. The model brings intelligence; the harness makes that intelligence useful — memory, tools, execution, context, orchestration and evals.
A prototype isn’t a product. We build the full harness around your agents, so they stay reliable in production — not just in the demo.
Agent= model + harness
Harness
Tooling & MCP
Memory & RAG
Execution
ModelClaude · GPT · Mistral
Context
Orchestration
Evals & obs.
# the harness is every piece of code, config and logic that isn’t the model. it’s what turns a prompt into a product.
Tooling & MCP
Tool routing, function calls and Model Context Protocol integrations — your agent plugged into real systems.
Memory & Knowledge
Weaviate-backed retrieval, long-term memory files, continual learning across sessions.
Execution
Sandboxes, code execution, browser use. Agents that actually do things, not just describe them.
Context management
Compaction, tool-call offloading and progressive disclosure — keeping the window sharp, not stuffed.
Orchestration
Subagents, handoffs and model routing. Send the right task to the right model at the right time.
Evals & observability
Gold sets, scoring, traces and regression gates. Measurable quality before, during and after shipping.
03 · Stack
Open-source-first. No lock-in.
A deliberately small, battle-tested toolkit. Enough to build almost anything, small enough that we master every piece of it.
LLMs
- Anthropic Claude
- OpenAI
- Mistral
Frameworks
- Vercel AI SDK
- LangChain
Vector DB
- Weaviate
Open-source-first
We bias towards portable, auditable stacks. Your agents should outlive any one vendor.
Production-minded
Evals, guardrails and observability aren't add-ons — they ship with day one.
Model-agnostic
Claude, GPT, Mistral or open-weights — we pick per task, not per contract.
04 · Creative Labs
Applied R&D for studios.
Where we experiment for creative teams — scripts, images, video and voice. What works moves into client pipelines.
Script & storyboard
From logline to shot list — agentic pipelines that keep tone, pacing and character consistency across drafts.
Short-form video
Directing generative video models with scene graphs, shot control and style bibles. Editorial output, not slot-machine.
Image direction
Custom workflows for art direction — style anchors, LoRA training, reproducible campaigns at production volume.
Voice & sound
Voice cloning, narration and adaptive scoring — plugged into your editing pipeline through open APIs.
05 · Clients
Early partners.
We’re a young team and we keep our client list tight. Each engagement is treated like a long-term collaboration.
06 · Contact
Start a project.
Tell us what you’re trying to build. We’ll reply within one working day — usually with sharper questions than polite ones.
- Based in
- Europe · remote-first
- Good fit for
- Agent projects, RAG rollouts, creative studios.