Agent systems that survive production
Each engagement starts with a clear scope and evaluation criteria, then moves from prototype to production where the evidence supports it.
Intelligence, from molecules to neurons to agents
Ways to ship real AI. One conviction: intelligence is emergent.
Autonomous AI Agents
goals in, outcomes out
- Multi-agent swarms that decompose goals and reason together
- Tool use, memory and feedback loops baked in
- Resilient, parallel execution that ships
Custom LLM Chatbots & RAG
your knowledge, conversable
- Chatbots grounded in your own documents and data
- Retrieval-augmented generation over private knowledge bases
- Citations and guardrails that keep answers honest
AI Strategy & Audits
clarity before compute
- Where AI actually pays off in your workflow
- Roadmaps that sequence quick wins before big bets
- Audits of existing systems for cost and quality
Data & ML Pipelines
data in, decisions out
- End-to-end pipelines from ingestion to inference
- Reproducible, observable training and serving
- Scales from batch jobs to real-time streaming
Model Fine-tuning
foundations, specialised
- Fine-tuning that recovers the reasoning you actually need
- Efficient PEFT and full fine-tuning, chosen per task
- Evaluated against your metrics, not just loss curves
Evals & AI Safety
trust, engineered in
- Benchmarks and red-teaming before anything ships
- Guardrails for reliability, bias and safety
- Continuous monitoring after deployment
Computer Vision
seeing at machine speed
- Detection, segmentation and classification at scale
- From medical imaging to industrial inspection
- Edge and cloud deployment, tuned for accuracy
Predictive Analytics
tomorrow, forecast today
- Forecasts that move decisions, not dashboards
- Anomaly detection across operations and finance
- Models retrained on the signals that matter
Biomedical & Life-Science AI
from bench to model
- Genomics, connectomics and drug-discovery pipelines
- Rigorous, reproducible science at every step
- Peer-reviewed methods that stand up to scrutiny
Built from first principles, shipped openly
The Brain Connectivity Matrix Dataset (289 downloads, CC0), the Swarm Lab's coordinated agents, and the tools behind them — every project open, measurable, and built from scratch.
How the whole thing runs.
First principles
Built line by line, before the libraries — see inside every model.
Molecules → neurons
From molecular dynamics to the most complex known graph, the brain.
Coordinated swarms
Many agents sharing goals, decomposing tasks, reasoning together.
Ship systems
Orchestration, tools, memory and feedback loops — in production.
Ways we can work together.
A senior hand on a build, or a partner taking an agent from prototype to shipped.
Hands-on engineering
- LLM & agentic AI architecture
- Orchestration, tools, memory, feedback loops
- Systems that ship, not notebooks
Open science & collaboration
- Connectomics datasets, released openly
- Decision science & biomedical AI
- From-scratch implementations
Let's build the next layer of intelligence — together.
A senior hand on a build, a partner taking an agent from prototype to shipped, or a collaboration with Behzat AI — there's a lot we can do together.