Forge FateHow Much Should You Invest in Learning the Tools and Improving Your Setup?
When are prompts enough, and when are project instructions or skills worth the effort? Weigh repeated explanations against setup, verification, and maintenance costs.
AI
Using AI
How Do I Evaluate Code I Didn’t Write?
How do you judge code you did not write? A hypothetical listing change shows how to compare contracts, diffs, and test expectations—and understand enough to make the next change.
When Developers Can Delegate More, What Do They Need to Decide?
What should developers decide when delegating larger tasks to AI? A hypothetical listing performance task shows how to define the outcome, constraints, delegated choices, decision points, and evidence of completion.
How Much Do You Need to Understand How an Agent Works?
How much should a developer understand about a coding agent? Follow a hypothetical API change to distinguish context gaps, execution conditions, permissions, and test failures—and choose what to check next.
AI Keeps Getting Better. What Should I Learn as a Developer?
If prompts already solve development tasks, how much more should developers learn about Codex? This opening essay explores how deeply to understand coding agents and where to invest learning effort as the tools change.
Getting the Most from AI Coding Agents: Design the Delegation, Not Just the Tool Comparison
Compare AI coding agents and their controls, then plan task boundaries, verification, approvals, and recovery for practical delegation.