AI Agents

Agents that reason & act.

Autonomous, tool-using and retrieval-grounded — governed by human-in-the-loop guardrails and wired straight into your existing stack. Automation you can actually trust.

agents/orchestrator
CORE retrievaltools memoryeval human
Capabilities

Agents, built for production.

01 / Orchestration

Multi-agent workflows that get work done

Planner–worker–critic loops, deterministic tool routing and parallel fan-out — so the right agent handles the right step, every time.

Planner / WorkerTool routingFan-out
02 / Grounding

Retrieval that cites sources

Hybrid search and re-ranking so answers are traceable, never hallucinated.

Hybrid searchRe-rank
03 / Safety

Guardrails & human-in-the-loop

Policy enforcement, approval gates and audit trails on every autonomous action.

04 / Evaluation

If we can't measure it, we don't ship it

Offline eval harnesses, regression suites and live tracing — agent quality is a number you can watch.

Eval harnessRegressionTracing
The agent loop

Observe.
Plan. Act.
Verify.

Every HSMCVN agent runs a closed loop: it perceives state, plans a step, calls a tool, then verifies the result against an explicit success criterion before moving on. No blind execution.

observe ingest ticket #4821
plan classify → fetch order → draft reply
act call orders.lookup(4821)
verify order found ✓ confidence 0.96
act draft response · await human ✓
▸ resolved in 1.4s · 0 hallucinations
0%
Tasks fully automated
0s
Median resolution
0%
Actions audited
24/7
Autonomous uptime

Put an agent to work.

We'll find the highest-leverage workflow and ship a governed agent for it.

Book a call