Skip to content
kc@kumarChandrachooda.com:~$ cd /blog/archive && read --section="top" 0%
Archive

Every article

Newest first, grouped by year. Search or filter by topic.

  • 556 articles
  • 10 matching
AI Engineering 13 Apr 2026

An Honest Ledger for a Borrowed Skeleton

The series retrospective - what was borrowed and from whom, what my extensions add and what they cost, the gap between the workflow as described and the runs I can actually evidence, and what I would do differently.

AI Engineering 11 Apr 2026

PREVC Against the Methodologies

Where a five-phase agent workflow actually sits against PDCA, Scrum, waterfall, spec-driven development and the V-Model - one mapping table and five honest comparisons, because a workflow that cannot name its ancestors is hiding something.

AI Engineering 09 Apr 2026

Confirmation Closes the Circle

PREVC's fifth phase is the one most cycles skip - a structured retrospective that turns observations into harness changes, and release documentation that writes the next cycle's requirements before it starts.

AI Engineering 07 Apr 2026

Every Requirement Gets a Receipt

Validation traces every requirement to its implementation and every implementation back to a requirement - gap analysis, the traceability matrix, holdout scenarios the agent never sees, and the two feedback arrows that make the phase more than an audit.

AI Engineering 06 Apr 2026

The Mistakes That Compile

The scariest agent mistake is not the invented method that errors on first run - it is the polished code that passes. Simon Willison's argument about hallucinations, and the four failure patterns I review for.

AI Engineering 04 Apr 2026

Four Ways Out of an Infinite Loop

The Code-Review-Simplify loop has no natural end - an agent will polish forever if you let it. The four breakout constraints I arm around the loop, and how I match the exit to the risk of the work package.

AI Engineering 02 Apr 2026

The Code-Review-Simplify Loop

Execution is not one heroic pass - it is a three-step inner loop in which the agent codes, the output is read against the specification, and over-engineering is actively stripped out. The loop is my extension to the borrowed skeleton, and this is how it runs.

AI Engineering 31 Mar 2026

Review Is the Most Important Handoff

The Review phase is where a human takes an agent-graded plan and does the three things no score can - raise clarity, raise completion, minimise complexity - then encodes intent before a line of code exists. Why I call its exit the workflow's most important handoff.

AI Engineering 29 Mar 2026

A Plan You Can Grade

PREVC's Planning phase has the agent decompose the work the way project managers always have, then do something no methodology asked of it - grade its own plan. The work breakdown structure, the fifteen-minute waterfall, and the three scores I added.

AI Engineering 28 Mar 2026

Why Agents Need Gates

Agents now work unattended for stretches long enough that the conversation can no longer save you - why unstructured runs fail, the five-phase PREVC workflow I adapted from an open-source skeleton, and where this ten-part series goes.