AI Agents, Reliability, and Safety

Reasoning loops, tools, and multi-agent systems.

State graphs, checkpoints, working and semantic memory, durable workflows, interrupts, and multi-agent routing.

Clients, servers, tools, resources, prompts, transports, capability negotiation, authorization, and safe execution.

Bounded state machines, termination contracts, recovery, idempotency, budgets, no-progress detection, and replayable agent loops.

Reproducible execution, containers and microVMs, resource limits, mocks, structured observations, and trace capture.

Golden datasets, RAG and agent metrics, offline and online evaluation, regression tests, and CI release gates.

Schema controls, prompt-injection defense, least privilege, circuit breakers, budgets, approvals, and incident response.