AI / Agentic · 5 min read
Prediction: Clear Acceptance Criteria Will Outlast Faster Code Generation
A conditional forecast about agentic development, tested through a retry-rejected-rows feature and explicit counterexamples.
Editorial date
Writing
Engineering notes, with examples.
React interfaces, Node.js and Python APIs, CRM data models, and AI-assisted development. Each note includes an illustrative example and a related project.
Subscribe via RSSCards follow an assigned editorial timeline. Publication dates appear in each article.
AI / Agentic · 5 min read
From Claude Code's Creators to a Small Agent-Building Exercise
Use the documented Claude Code origin as inspiration for a small, observable coding-agent exercise with synthetic CRM fixtures.
Editorial date
AI / Agentic · 4 min read
Five Artefacts to Inspect Before Accepting an AI-Written Feature
Review a proposed CRM note-pinning feature through its behaviour contract, connected diff, evidence, data change, and handoff.
Editorial date
AI / Agentic · 4 min read
When an AI Test Copies the Bug: Any Tag Versus Every Tag
Use a CRM tag filter to expose correlated implementation and test mistakes, with explicit expected records and a discriminating fixture.
Editorial date
AI / Agentic · 5 min read
Testing AI-Generated Code with an Independent Oracle
Verify generated changes with behavior-based assertions, failure cases, boundary tests, and deliberate checks that the tests can fail.
Editorial date
AI / Agentic · 5 min read
Generated Code Moves Work into Reviewing Assumptions
Review the decisions hidden inside a generated CRM title edit, from trimming and defaults to update semantics and error handling.
Editorial date
AI / Agentic · 4 min read
One Coding Agent or Several? Follow the Shared Contract
Choose agent count by task independence, using a source-reference change to explain coordination, handoffs, and integration evidence.
Editorial date
AI / Agentic · 5 min read
Agent Scaffolding and Architecture Advice Need Different Evidence
Compare generating a review-panel scaffold with deciding who owns draft acceptance, using an illustrative Sheet Parser workflow.
Editorial date
AI / Agentic · 5 min read
Turn a Feature Request into an Agent Brief with Acceptance Cases
Write an agent brief for an archived-notes filter, with observable outcomes, repository context, scope, and evidence for review.
Editorial date
AI / Agentic · 6 min read
Agentic AI Development: From Requirements to a Design Plan
Use a coding agent to inspect constraints, compare architecture options, and plan a React and Node.js feature before generating code.
Editorial date
AI / Agentic · 4 min read
Agentic Coding: My Implementation and Review Workflow
AI tools help with repetitive implementation; architecture, review, and verification still need engineering judgment.
Editorial date
AI / Agentic · 2 min read
How I Use Claude, Codex, and Cursor Without Losing Control
Three tools, three jobs. The trick is knowing which one to reach for and where to draw the line.
Editorial date