Autonomous agents
Agents run a full reasoning loop — plan, call tools, observe results, decide the next step — rather than answering once. Each run is bounded by iteration, tool-call and time limits you set.
A chatbot answers questions. An agent does the work: reads the record, searches the knowledge base, triggers the workflow, and leaves an audit trail behind it.
Agents run a full reasoning loop — plan, call tools, observe results, decide the next step — rather than answering once. Each run is bounded by iteration, tool-call and time limits you set.
Agents act through a registry of typed tools, and every tool call is checked against the agent's allowlist and the acting user's own permissions. An agent can never exceed the person it runs for.
Answers are grounded in your documents through hybrid semantic and keyword search with graph traversal, so responses cite your material instead of inventing it.
Conversations are scored and summarised so relevant history is carried into later runs. Memory is selected by relevance, not simply appended until the context window fills.
A coordinating agent delegates to specialists and merges their results, with configurable depth, parallelism and total agent count so a run cannot fan out indefinitely.
Anthropic, OpenAI and Google behind one interface. Bring your own keys, route different workloads to different models, and switch provider without touching your agents.
Responses stream token by token over SSE with heartbeats and resumable event ids, so a slow tool call or a dropped connection doesn't lose the run.
Mutating actions can require explicit sign-off. The run pauses, waits for a decision — for days if needed — then resumes exactly where it stopped.
Every step, tool call, token count and cost is recorded per run and per tenant. You can answer what an agent did, why, and what it spent.
The reason agents can be trusted with real operations is that the constraints are enforced below them, not requested of them.
More detail on how we handle security and data.
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