FROM VIBE CODING TO AGENTIC PRS: WIRING CURSOR, CLAUDE CODE, AND LINEAR INTO DELIVERY
Agentic coding moved from demos to production: teams are wiring Cursor, Claude Code, and Linear so tickets become draft PRs with human review. [GitHub Copilot ...
Agentic coding moved from demos to production: teams are wiring Cursor, Claude Code, and Linear so tickets become draft PRs with human review.
[GitHub Copilot cloud agent] can research a repo, plan an implementation, iteratively change code on a branch, and open a PR, while [Claude Code] reads codebases, edits files, runs commands, and plugs into dev tools—shifting work from inline hints to repo‑level agents Abstracta.
Proof of adoption: teams are shipping stacks that connect [Cursor, Claude Code, Linear, and GitHub] so a properly scoped ticket flows to a draft PR with human‑in‑the‑loop checks Select Interactive.
For process and guardrails, see what agentic engineering is and how to practice it and the longer arc from shock to agent loops in this 41‑month timeline.
Repo‑level agents that open PRs shift work upstream to scoping, test quality, and review discipline.
Teams that add governance and context see real throughput gains without blowing up defect rates.
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terminal
Run a 2‑week pilot: tickets → agent branch → tests → draft PR; compare review time, revert rate, and flaky test impact vs control.
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terminal
A/B prompts and .cursorrules: measure diff size, test pass rate, and security findings per PR.
Legacy codebase integration strategies...
- 01.
Start with one service and non‑prod data; gate agent PRs behind CI, security scans, and a senior‑review checklist.
- 02.
Lock down secrets and tool scopes; define which repos, scripts, and environments agents can touch.
Fresh architecture paradigms...
- 01.
Design for agents: strong tests, clear domain docs, small services, and standardized scripts for setup, build, and data tasks.
- 02.
Codify context: repo READMEs, runbooks, .cursorrules, prompt templates, and CI status checks from day one.
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