Mara
Specialist coding and debugging model designed for software engineering work.
Models
Specialist models for defined technical work.
Venode develops and evaluates specialist models where domain performance, ownership or operating control justifies the investment.
Development
Osin
Larger reasoning model focused on complex agentic and logical workloads.
Evaluation discipline
Capability claims require representative evidence.
Model selection and development are evaluated against the work the system must perform, including latency, cost, failure modes, recovery and evidence requirements.
- 01Define representative tasks and acceptance criteria.
- 02Measure quality, latency, cost and operational risk.
- 03Test recovery, escalation and tool use.
- 04Publish claims only when the evidence supports them.