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Writing for Colleagues: How-to Templates, Decision Records, and Writing Less

Getting team documents to look alike and make sense takes two templates and one principle. The principle is fewer but fresh: Google's documentation guide says a small set of fresh, accurate docs beats a large pile in disrepair, and if something exists elsewhere, link to it. The how-to template runs prerequisites, steps, how to confirm it worked, and whom to ask when it fails; in one study, installation instructions rewritten to a template scored better on eight of ten aspects readers rated. Architecture decision records (ADRs) note why a decision was made; when one is reversed, you don't delete it, you mark it superseded and link to the new decision. Research also finds ADRs are often tried and dropped, and that the "considered options" section is the most problematic, often missing or misplaced, so keep the template short and keep that section.

aiguide

Lessons from the Trenches: What AI Native Teams Must Get Right

Not everyone should use a coding agent to modify code directly. AI Native teams need interface specs, test-first development, monorepo, security guardrails, human-in-the-loop, and token budget controls. Building an agent platform layer on top of coding agents and clearly redefining developer roles is the right path forward.

aiguide

Ticketing Is Dead — Review Is the New Planning

When AI agents can turn intent into a PR in minutes, the bottleneck in software engineering flips from 'planning what to do' to 'evaluating whether the output is correct.' Artifacts of the ticketing era — sprints, story points, backlog grooming — are collapsing to zero, replaced by review as the core practice.