Agents for a defined job
We build agents with the language, workflows, and operational constraints of a real domain built in from the start, so they can act with precision in the settings they are meant to serve.
Applied AI systems for real-world domains
Eka Labs is building a platform for specialist AI systems in physical environments where precision matters. We believe useful intelligence is task-native: agents synthesized for one mission, trained and improved around the work itself, and efficient enough to run in production.
Capabilities
We build agents with the language, workflows, and operational constraints of a real domain built in from the start, so they can act with precision in the settings they are meant to serve.
Our platform automatically synthesizes task-specific agents from natural language commands rather than manually assembling prompts and tools around a general model. Depending on the task, that can mean compact models in the 0.6B-8B range, shaped with the right prompt stack, training loop, and action structure for reliable production use.
We develop in-house training, evaluation, and reinforcement systems that shape agent behavior around the task itself, make reliability measurable, and enable continuous improvement from outcomes.
We optimize for latency, cost, and operational control so autonomous agents can run in production, not just look convincing in a demo.
Current focus
Automated agent generation and reinforcement learning for harder multi-step tasks.
The aim is to increase autonomy by moving more capability into the agent itself, so generation, adaptation, and execution require minimal human intervention without giving up control, efficiency, or clarity in production.
Research thesis
The Agent is the new Task.
Our view is that useful AI will come from systems built for a clear responsibility, not from one oversized model stretched across every job. The thesis lays out why action, specialization, and operating efficiency belong in the same conversation.
Read the thesis →About
We build systems meant to be used, measured, and maintained.
Eka Labs is a research and product lab building a platform for specialist agents and the infrastructure around them. We care about action, reliability, continuous improvement, and operating economics in equal measure.