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Coding and Code Review

Writing, reviewing, migrating, testing and debugging software with agents.

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Reported by source

Apply the context engineering lessons from Manus to a long-running agent loop

The Manus team describes the context rules it settled on after rebuilding its agent framework four times: keep the prompt prefix cacheable, mask tools instead of removing them, and use files as memory.

manus.im · 18 Jul 2025
Planned, not done

Run coding agents from one self-hosted control centre with OpenHands

OpenHands Agent Canvas runs the OpenHands agent, or Claude Code, Codex, Gemini CLI and other ACP agents, on your machine or in Docker sandboxes, and can trigger them from schedules or webhooks.

github.comOpenHands/OpenHands
Reported by source

Build an app with Replit Agent while keeping production data out of reach

Replit Agent builds and browser-tests apps from a description. A widely reported 2025 incident, where it deleted a live database during a code freeze, shows why separate dev and prod data matters.

docs.replit.com
Reported by source

Explore and change a large codebase from the terminal with Gemini CLI

Gemini CLI is Google’s open-source terminal agent. Simon Willison found it strong on large codebases in 2025; in 2026 Google moved individual users to Antigravity CLI.

github.comgoogle-gemini/gemini-cli
Reported by source

Hand coding tasks to Cursor cloud agents that open pull requests

Start Cursor agents from the editor, web, Slack or a GitHub comment; each works in its own cloud VM on a branch and returns a pull request with screenshots, videos and logs.

cursor.com
Reported by source

Run parallel Devin sessions on repetitive migrations and test backlogs

Cognition reports customers giving Devin written migration and testing playbooks, then running many sessions in parallel; its own numbers show where Devin does well and where it needs a human.

cognition.ai · 14 Nov 2025
Reported by source

Review pull requests automatically with Claude in GitHub Actions

Install the Claude Code GitHub Action so Claude reviews each pull request with inline comments and responds to @claude requests.

code.claude.comanthropics/claude-code
Reported by source

Trace a disk-filling production bug from core dumps with an agent

B12 CTO Adam Marcus used Claude Code to analyze gigabyte core dumps filling web server disks and traced them to an RSS endpoint reading an endless radio stream.

blog.marcua.net · 28 Jan 2026anthropics/claude-code
Reported by source

Rebuild a side project in OpenCode to test provider lock-in

Matthew Brunelle rebuilt a YouTube Music to OpenSubsonic shim with OpenCode and Kimi K2.6 to compare it with an earlier Claude Code and Opus 4.6 attempt.

blog.matthewbrunelle.com · 30 Apr 2026anomalyco/opencode
Reported by source

Turn a feature idea into a spec, plan and tasks before coding

Use Spec Kit's slash commands to have a coding agent write a spec, a technical plan and a task list, then implement against them.

github.comgithub/spec-kit
Reported by source

Ship a non-trivial app feature over many short agent sessions

Mitchell Hashimoto built Ghostty's unobtrusive macOS update notifications with the Amp agent over 16 sessions, rewriting and reviewing parts by hand before merging.

mitchellh.com · 11 Oct 2025
Reported by source

Let an assistant test QA tickets in a browser via Playwright MCP

Peter Eysermans connected Claude Desktop to Playwright and GitHub MCP servers so it could walk through features from tickets, report results and draft reusable tests.

madewithlove.com · 22 Jul 2025microsoft/playwright
Reported by source

Trial spec-driven development with spec-kit on an existing app

Birgitta Böckeler tried GitHub's spec-kit workflow with Copilot in VS Code on a mid-sized dashboard feature and found the process heavy for the size of the task.

martinfowler.com · 15 Oct 2025github/spec-kit
Reported by source

Port a Python library to JavaScript with a coding agent

Simon Willison had Codex CLI translate the JustHTML parser into a dependency-free JavaScript library, steering it with about eight prompts over one afternoon.

simonwillison.net · 15 Dec 2025openai/codex