AX field guide
A learning path for agent-facing products, tools, documentation, workflows, evaluation, and recovery.
About
Himadri Mishra.
I maintain Agent Experience as an independent field guide for agent-facing product research, design, and engineering, following the whole delegated path from the request a person makes to the evidence that comes back.
The work here focuses on public, inspectable surfaces: guides, rubrics, MCP contracts, workflow review templates, and examples that make the agent path easier to understand.
For my broader work, visit himadri.dev.
What I focus on.
I study how agents discover information, choose tools, keep context, request authority, recover from uncertainty, and hand evidence back to people.
The guides turn those questions into concrete checks for documentation, tool descriptions, MCP servers, product workflows, and evaluation loops.
How I keep it public-safe.
This site does not publish private client evidence, employer details, customer traces, or benchmark claims. Public pages are written as original field guidance and grounded in inspectable artefacts or independently retrievable sources.
When something is an example, it is synthetic or public. When something is a limit, it is named directly.
What I publish.
Selected public work
Inspectable artefacts behind the site: MCP, rubric, fixtures, source library, and portfolio links.
Workflow review brief
Map one task, surface, failure, and next product test.
Agent-readiness rubric
Check one real job before claiming an agent can do it well.
@hmishra2250 on GitHub
Public repositories and related work.