Ajinkya Mawal

Writing

Things I know, things I'm learning, and things work has taught me, mostly about getting agent systems into production. Longer essays go on Substack; notes live here.

Five areas: Deployments, Harness & evals, Security, Models, Learning. Titles without links are drafts in progress.

Essays

Deployments

Getting agent systems into a client's environment: on-prem and hybrid rollouts, legacy integration, what changes once it's live.

Harness & evals

Orchestration loops, tool interfaces, context assembly, guardrails and fallbacks, and the evaluation and tracing that gate releases.

Security

What an agent with tools can do wrong, and how to design so it can't.

Models

What the models can and can't do, fine-tuning, and choosing between them under enterprise constraints.

Learning

How to keep learning while shipping, and what I'd tell myself a year ago.