Applied artificial intelligence for HR
Internal HR Policy Assistant with Clear Limits
How to define scope, sources, cited answers, and escalation for an HR assistant that does not assess people or make employment decisions.
Notes on applied AI
Ideas that put AI to work.
Decisions, methods and questions that help turn promising ideas into useful tools for everyday work.
Applied AI engineering
AI in compliance: traceable evidence and approval
How to design an AI system that organizes compliance evidence, preserves sources, records decisions, and routes items for approval.
Applied Artificial Intelligence
AI in legal teams: document triage without deciding for you
A practical workflow for organizing, finding, and summarizing legal documents with AI while keeping decisions, interpretation, and accountability with the team.
AI Implementation
Human review in AI: where to approve without slowing the workflow
Set proportionate human approvals by risk, keeping commercial responses agile, traceable, and easy to correct when needed.
Applied AI Engineering
Keeping document extraction with missing fields under control
Learn to define an AI output contract, detect missing fields, and validate supplier records before they enter business systems.
AI Implementation
The approval form for AI projects
A practical method to assess the task, sample, errors, reference process, human judgment and monitoring before releasing AI.
Applied AI Engineering
Internal RAG with Permissions Before Search
A practical design for querying internal documents with access control, verifiable sources, and refusal when the evidence does not support an answer.
AI strategy and implementation
AI agents or automation: how to choose your company’s first project
A practical decision tree for choosing between deterministic automation, a language model workflow, and an AI agent, with a hypothetical example for triaging requests.