Open Source
GitHub Automation Without Unrestricted Write Access
How to automate repository discovery, testing, review, and PR preparation while keeping comments, pushes, claims, and merges behind explicit authority.
ENGINEERING SYSTEMS THAT ACTUALLY SHIP
CoreMesh Journal
Practical engineering for AI agents, backend systems, and open source. Production notes, tested patterns, and honest limits from the systems behind CoreMesh.
AI AGENTSBuilding Human-Gated Autonomous Coding AgentsCoreMesh Journal · engineering notes
Featured
Building Human-Gated Autonomous Coding Agents
A production architecture for autonomous code work that keeps public actions, identity, and irreversible decisions under explicit human control.
LATEST
View all articles →Engineering articles
DevOps
CI Failure Triage: Code Bug or Broken Upstream?
A repeatable method for distinguishing a real regression from permissions, dependency outages, flaky runners, and repository-level workflow gates.
x402 & Payments
Merged Is Not Paid: Verifying USDC Receipts on Base
Why a merged pull request, an advertised bounty, and a verified Base USDC receipt must remain separate ledger states.
Backend
Model Fallbacks and Circuit Breakers for AI Workers
How to route coding, review, and recovery across multiple model identities without retry storms or false review independence.
FROM THE COREMESH LAB
What failed, what changed, what we verified
First-hand operating notes with evidence, known limitations, and concrete recovery steps.
Backend
Model Fallbacks and Circuit Breakers for AI Workers
How to route coding, review, and recovery across multiple model identities without retry storms or false review independence.
DevOps
Recovering a Production Stack After a Cloud Account Lock
A practical recovery sequence for rebuilding public services, control planes, and worker queues when the original cloud account becomes inaccessible.
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Popular and evergreen guides
- 01Building Human-Gated Autonomous Coding AgentsAI Agents · 14 min
- 02GitHub Automation Without Unrestricted Write AccessOpen Source · 12 min
- 03CI Failure Triage: Code Bug or Broken Upstream?DevOps · 11 min
- 04Merged Is Not Paid: Verifying USDC Receipts on Basex402 & Payments · 10 min
- 05Model Fallbacks and Circuit Breakers for AI WorkersBackend · 13 min
- 06Recovering a Production Stack After a Cloud Account LockDevOps · 12 min
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