Field notes on autonomous engineering
Practical writing on the multi-agent loop, cost ceilings, watch-only mode, and what actually decides whether AI agents ship code.
- ai coding agent safety
Safety-First AI Engineers: The Case for Watch-Only Mode
Why watch-only mode — not auto-merge from day one — is the right default for autonomous AI coding agents. How it builds trust and what enabling auto-merge actually looks like.
May 27, 2026 · 8 min read - multi-agent coding
Multi-Agent vs Single-Agent AI Coding: What's the Difference?
Multi-agent coding pipelines vs single-agent sessions: how each works, when the complexity pays off, and what it means for PR quality on your real codebase.
May 27, 2026 · 8 min read - how autonomous coding agents work
How Autonomous Coding Agents Work (2026)
How autonomous AI coding agents work: architecture, agent loops, safety controls, and real limitations. A plain-language technical explainer for developers.
May 27, 2026 · 9 min read
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8 more- github issue to pr with aiMay 27, 2026 · 8 min read
From GitHub Backlog to Merged PR with AI: A Walkthrough
A practical walkthrough of how Codowave takes a real GitHub issue from backlog to merged PR — what happens at each step, what you review, and what you skip.
- ai coding agent cost ceilingMay 27, 2026 · 7 min read
Cost Ceilings for AI Coding Agents: Why They Matter
Runaway AI agent costs are the #1 fear stopping engineering leads from enabling auto-merge. Here's how cost ceilings work and why Codowave ships them as a default.
- agentsMay 8, 2026 · 5 min read
When AI Agents Get It Wrong: Handling Failures Without Losing Trust
AI agents ship bad PRs. Here's how to handle failures, rollbacks, and mistakes in a way that keeps your workflow healthy and your team confident.
- EngineeringMay 7, 2026 · 8 min read
How to write tickets an AI agent can actually ship
The patterns that turn an AI coding agent's merge rate from coin-flip to predictable: titles, scope, acceptance tests, file hints, and what to leave out.
- ComparisonApr 30, 2026 · 7 min read
Codowave vs Cursor vs Devin vs Sweep vs Cline: an honest comparison
Compare Codowave, Cursor, Devin, Sweep, and Cline by workflow, autonomy, pricing model, hosting surface, review style, and the jobs each tool fits best.
- EngineeringApr 29, 2026 · 6 min read
How autonomous AI engineers actually work (and where they fail)
A practical look at the loop behind AI coding agents: issue pickup, planning, edits, tests, retries, PRs, handoff, and the failure modes teams should expect.
- ProductApr 28, 2026 · 6 min read
Auto-decomposition: how Codowave splits a 50-file refactor into 8 PRs
How Codowave turns oversized tracker tickets into small PRs reviewers can read, merge, revert, and price before an AI coding agent starts expensive work.
- Case studyApr 26, 2026 · 6 min read
A weekend with Codowave: 10 tickets, 10 PRs, no babysitting
A field report from running Codowave on 10 real tracker tickets: what merged, what needed review, what failed, and what the weekend time savings looked like.