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devops
7 postsThe Hidden Risk of Giving LLM Agents Terminal Access
Giving autonomous AI agents shell access can wreck your filesystem. Open-source rewind-sdk uses OverlayFS to enable millisecond-fast checkpoints and rollbacks.
ai-agentsllmdevopslinuxHow to Build Incident AI That Engineers Actually Trust
An incident-detection AI lost engineer trust by reasoning before context. Adding deploy tracking and a context graph raised hypothesis accuracy from 35% to 70%.
aiincident-responseobservabilitysreSeverity, Not Flat Pass-Rate, Should Gate Agent Evals
severity_gate.py is an offline, stdlib-only CI tool that gates agent eval runs by failure severity instead of a flat pass-rate, returning SHIP, REVIEW, or BLOCK.
ai-agentsevalci-cdpythonMaestro: A CLI That Scaffolds and Reconciles Go Microservices
Maestro scaffolds Go microservice workspaces using project.toml as the source of truth, then reconciles generated files via refresh. Supports Docker, gRPC, HTTP and worker services.
gomicroservicesclidevopsAPI Fixture Pattern for Email Regression Testing
API tests often ignore email content. This piece covers a lightweight pattern using disposable inboxes and compact fixtures to catch email regressions.
api-testingemailregression-testingqa100 Days of DevOps: Killing SSH Passwords and Resizing EC2
Day 7 of a 100-day DevOps series covers setting up passwordless SSH properly and the public IP pitfall that trips people up when resizing an EC2 instance.
awsdevopssshec2Logging Into Higgsfield CLI on a Headless Server: The localhost Trap
Why OAuth PKCE CLI logins fail on headless servers: localhost is per-machine, redirect URIs are allowlisted, and how replaying the callback URL manually solves it.
oauthclidevopsauthentication