The PRD registry that makes concurrent AI sessions safe to run Seventy-four commits landed in one week. The team closed 44 tickets. One 16-minute window alone produced 22 commits, each one resolving a separate finding from a single day’s review batch that reached REV0726-30. Those numbers aren’t the story. AI-assisted development is already capable of that kind of velocity. The …
26 reviewers, one codebase — what a single persona’s perspective misses How do you make sure a code review actually covers everything that matters, not just what one reviewer happens to think of? A code review has a default shape: one reviewer, reading for correctness, occasionally performance. That shape isn’t wrong. It’s just narrow, and the narrowness is invisible until …
Most code review asks one question: does this look right? A security review that only asks that question will miss a debug flag sitting where a config value should be, a validation function that exists in the codebase but never gets called, or a mitigation that only handles the obvious path. The alternative is to ask a different question: what …
When you build an AI enrichment pipeline, the default temptation is to automate the output. Suggestions go in, classifications come out, humans correct errors when they surface. It’s faster to build and faster to run. . It’s also wrong — at least for a system where the classification decides what a learner can find. . What the pipeline actually does …
The file is called CLAUDE.md. It lives at the root of the repository and is loaded automatically at the start of every AI session. It is 182 lines long. Every line represents something the AI doesn’t know — or would get wrong if it tried to guess. Some of those lines are rules, others warnings, some even descriptions of patterns …
What 42 Days of AI Actually Did to a 9-Year-Old Production System “AI made me faster” is the wrong story. What actually happened is that it changed how the system evolves. The Context For the past 9 years, I’ve been building and maintaining a production platform called WhereWeLearn, powered by a custom PHP engine (LEAST). It’s not a greenfield …
Building FOTS solutions which integrate with operations has direct influence on your profits. If you need a quick reminder of what FOTS or Feet on the Street is, you can start here. What solution works best for your business and where to start? Approaching a build can be challenging but having built numerous solutions here are the major considerations …
50 days till Christmas is the total amount of days left yet how many working days are left in the year? How is your strategy coming? There are 38 working days left in the 2018 year. So before time turns the hands of the clock, now is the opportunity to review your strategy you wrote in January and see how …
Quality vs objections is the consideration of how quality highlights issues and objections must be overcome before things get better. This article examines the benefits that quality and quality reviews bring to your business. It also subsequently reviews the most common objections and suggests ways to handle objections you may encounter. The effect of quality is far more reaching than …
Skills vs version training is a key but vital difference in the modern approach to training. This article highlights the difference and how it affects you. Examining the key differences in how modern educators are taking a different focus to improve education not only professionally but also academically has an important consequence. A huge thank you to Kevin Shortall an immensely …