AI TOOLING

Value per Subscription

Getting the most from Codex, Claude and similar subscriptions without brand worship. The useful question is not "which model is best" but which role each tool plays in a workflow, and when a local script makes the whole question moot.

Explorer

Surveys unfamiliar territory: codebases, libraries, APIs, prior art. Optimised for breadth and cheap iteration, not correctness.

DISCIPLINE · Everything the explorer reports is a lead until verified. Never let exploration output flow directly into implementation.

Slide the characteristics of a task; the recommendation describes workflow shape, not prices or capabilities. Where live data would be needed, this stays deliberately conceptual. Check current subscription limits before relying on any cost assumption.

RECOMMENDED SHAPE

Single agent, scoped context

Moderate task: one implementation agent with named files, a clear definition of done, and a quick human review.