Hello - I'm Gaurav.

1. Agent Design & Architecture

• Define agent roles, boundaries, and workflows (single vs multi-agent)
• Structure reasoning flows and task decomposition
• Design tool usage patterns and API integrations
• Ensure clarity between user intent -> agent actions -> outputs

2. Tooling, Orchestration & Integrations

• Build tool-connected agents (APIs, internal systems, SaaS tools)
• Orchestrate multi-step workflows across tools
• Handle failures, retries, and fallbacks
• Integrate agents into existing product / enterprise environments

3. Evaluation, Reliability & Guardrails

• Define evaluation frameworks beyond simple accuracy
• Build test datasets and real-world scenarios
• Measure reliability across runs, not just single outputs
• Add guardrails for safety, cost, and consistency

This is critical because agents are non-deterministic systems and need continuous evaluation, not just QA.

4. Productionisation & Operations

• Deploy agents into real user workflows and systems
• Monitor performance, cost, and latency
• Implement human-in-the-loop controls where needed
• Continuously improve via feedback loops and iteration

In practice, most production agents rely on simple, controlled workflows with strong monitoring, not complexity.