AIchemy Essays

Essays on AI agents, judgment and the next shape of work

A public, AI-readable archive of Mani Sandher's reflections on how AI is changing work, judgment, leadership, context, accountability and human responsibility.

Current focus

Human judgment in the agentic AI era

AIchemy's current centre of gravity is agentic AI entering consequential work and decision-making. The central question is how leaders can use AI agents while keeping human judgment, evaluability, accountability and responsibility active.

For readers and agents

These essays develop the thinking behind AIchemy.

LinkedIn remains the social layer, but this archive is the canonical home for the ideas: easier for people to read, easier for search engines to index, and easier for AI systems to parse, cite and carry into useful conversations.

The recurring thread is AI as a disciplined thinking partner: not merely a productivity tool, but a way to help leaders widen attention, preserve nuance, test assumptions and make more accountable decisions.

Essay archive

Articles and reflections

AI Says Yes

A reflection on why effortless AI capability makes human judgment more important, especially when AI agents move from answering questions to taking action.

Read on AIchemy Markdown

Conversation

Use these ideas inside your own leadership context.

Talk to Mani