Free resources
Short, clear pieces you can use today. Each one is useful on its own.
For businesses
SoonWhere to start: finding the tasks AI can take
List the repetitive work in your week and pick the one that costs the most time.
Using AI properly, not just using it
Most teams use AI. Few use it well. What the difference looks like in daily work.
Retyping the same client details into every carrier portal
Where the hours go, and what AI can safely take over.
Checking AI's work before it reaches a client
The checks that make AI output safe to rely on.
For developers
SoonCLAUDE.md, skills and hooks: setting up a codebase for agents
The workflows, skills and hooks other teams can copy, from the talk to about 50 developers.
Context engineering for long-running agents
Structured note-taking and compaction: keeping an agent useful in a multi-decade codebase.
Orchestrating subagents to audit an application
A reusable workflow for finding defects nobody reported: how it runs, what it costs, where it breaks.
Hooks beat guidelines
Enforcing agent behavior with hooks instead of asking nicely.
