Skip to content
All tags

#adr

2 posts
ai guide

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.

#ai-native#coding-agent#spec-driven-development#monorepo#ci-cd#code-review#agent-platform#security#observability#git-worktree#adr#human-in-the-loop#cost-management#model-selection#developer-role#failure-handling
ai guide

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.

#code-review#software-engineering#ai-agent#adr#developer-workflow#ticketing