AI agent development: agents that actually finish the job
An agent is only useful if it can be trusted to act. We build multi-step AI agents that call your tools and APIs, check their own work, recover when a step fails, and hand off to a person when they should.
01Is this you?
- A process needs several systems and a person copying data between them.
- You tried an agent framework and it loops, guesses or breaks silently.
- Actions need approval steps and an audit trail.
- You want automation that degrades safely instead of failing loudly.
02What we build
Workflow mapping
Which steps an agent should own, which need a human, and where the decision boundaries sit.
Tooling layer
Typed, permissioned tools over your APIs, databases and SaaS products.
Orchestration
Planning, state, retries and fallbacks, so long tasks survive partial failure.
Verification & review
Self-checks, approval gates and a full trace of what the agent did and why.
Production runtime
Deployment, monitoring and cost controls for agents running every day.
03Typical stack
- Python
- LangGraph
- Tool calling
- MCP
- OpenAI
- Anthropic Claude
- PostgreSQL
- Queues & workers
See how this comes together in selected work and the engineering approach.
04Questions
What is an AI agent?
Software that uses a language model to decide which steps to take and which tools to call to reach a goal — for example reading a request, querying systems, drafting a result and asking for approval.
Which tasks are good candidates for an AI agent?
Repetitive, multi-step work that follows rules but needs judgement on messy input: triage, research, data entry across systems, report preparation and support workflows.
How do you stop an agent making mistakes?
Narrow, permissioned tools; verification steps; limits on what it can do without approval; and evaluation against real examples before it goes live.
Can agents connect to our existing software?
Yes. Agents are given tools over your APIs, databases and SaaS products, with access control at every edge.
Tell us what you're building.
A short message is enough to start. You'll hear back from Vijay directly at hello@collabwithvijay.com.