Skip to content

feat(article): Research → Plan → Implement — The Anti-Vibe-Coding Workflow#109

Merged
htekdev merged 2 commits intomainfrom
copilot/write-article-rpi-workflow
Mar 24, 2026
Merged

feat(article): Research → Plan → Implement — The Anti-Vibe-Coding Workflow#109
htekdev merged 2 commits intomainfrom
copilot/write-article-rpi-workflow

Conversation

Copy link
Copy Markdown
Contributor

Copilot AI commented Mar 24, 2026

Adds a new draft article on the RPI framework — the structured AI coding workflow coined by Dex Horthy (HumanLayer) that gates implementation behind explicit human-reviewed plans.

Article coverage

  • RPI phases in depth — Research (grounding before output), Plan (numbered steps, human review gate), Implement (diff reviewed against plan, not just for correctness)
  • Why skipping Research causes hallucinations — LLMs filling context gaps with plausible-sounding defaults instead of verified codebase reality
  • PR fix: rewrite extensions article — remove fabricated API surfaces #105 as the cautionary example — a Copilot agent on this exact repo that skipped Research and published a hallucinated article; caught in review
  • Governance framing — Plan phase as the operationalized control gate, tied to the agentic DevOps thesis
  • Tooling guide — Copilot CLI /plan, Claude Code 3-step manual sequence, Cursor Composer preview discipline
  • Dex's March 2026 "Everything We Got Wrong" revisions — Research↔Plan phases can iterate; the pre-Implement human gate is non-negotiable

Metadata

  • draft: true
  • Tags: AI, Developer Experience, GitHub Copilot, Productivity, Software Architecture
  • 5 internal cross-links: context engineering, agentic DevOps, agent harnesses, Copilot vs. the world, GitHub agentic workflows

Warning

Firewall rules blocked me from connecting to one or more addresses (expand for details)

I tried to connect to the following addresses, but was blocked by firewall rules:

  • https://api.github.com/repos/htekdev/gh-hookflow/releases/latest
    • Triggering command: /usr/bin/gh gh extension install htekdev/gh-hookflow (http block)
  • telemetry.astro.build
    • Triggering command: /home/REDACTED/work/_temp/ghcca-node/node/bin/node node /home/REDACTED/work/htek-dev-site/htek-dev-site/node_modules/.bin/astro build (dns block)

If you need me to access, download, or install something from one of these locations, you can either:

Original prompt

This section details on the original issue you should resolve

<issue_title>Write article: Research → Plan → Implement — The Anti-Vibe-Coding Workflow</issue_title>
<issue_description>Write an article about the Research → Plan → Implement (RPI) workflow for AI coding agents.

Content idea: htekdev/content-management#111

Key points to cover:

  • Dex Horthy (HumanLayer) coined the RPI framework at AI Engineer conference
  • The three phases: Research (understand codebase/docs), Plan (explicit steps, human review), Implement (follow plan, review diffs)
  • Why skipping research leads to hallucinated code
  • His follow-up "Everything We Got Wrong" (March 2026) — lessons learned
  • Connect to Copilot CLI /plan mode and spec-driven development
  • Connect to agentic devops thesis — governance at every phase
  • Real example: our own AI agent skipped research and published a hallucinated article (PR fix: rewrite extensions article — remove fabricated API surfaces #105)
  • Practical guide: how to apply RPI with Copilot CLI, Claude Code, Cursor

References:

File: src/content/articles/research-plan-implement-anti-vibe-coding-workflow.mdx
Frontmatter: draft: true, tags: [AI, Developer Experience, GitHub Copilot, Productivity, Software Architecture]
</issue_description>

Comments on the Issue (you are @copilot in this section)


💡 You can make Copilot smarter by setting up custom instructions, customizing its development environment and configuring Model Context Protocol (MCP) servers. Learn more Copilot coding agent tips in the docs.

Copilot AI changed the title [WIP] Write article on Research → Plan → Implement workflow feat(article): Research → Plan → Implement — The Anti-Vibe-Coding Workflow Mar 24, 2026
Copilot AI requested a review from htekdev March 24, 2026 20:14
Copy link
Copy Markdown
Owner

@htekdev htekdev left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Article reviewed: well-structured RPI framework piece with valid internal links to 5 existing articles. PR #105 reference adds authentic context. Sources (Dex Horthy, HumanLayer) are real. Ties cleanly into agentic devops thesis. ✅

@htekdev htekdev marked this pull request as ready for review March 24, 2026 20:30
@htekdev htekdev merged commit 9618db8 into main Mar 24, 2026
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

Write article: Research → Plan → Implement — The Anti-Vibe-Coding Workflow

2 participants