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2695 postsZero-Trust Workload Identity in Kubernetes: SPIFFE, SPIRE, Cilium
Why IP-based network policies fail in Kubernetes, and how SPIFFE, SPIRE, and Cilium enable cryptographic workload identity and enforced mutual TLS.
How 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%.
Multi-Agent Architecture Patterns for Real-World Financial Systems
Engineering patterns for safely deploying LLM agents in African microfinance systems: bounded authority gates, bias audits, and shared-state coordination across agent pipelines.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comFrom a 48-hour PDF rabbit hole to a repeatable research pipeline
An engineer's 48-hour struggle extracting data from academic PDFs led to an automated, auditable research pipeline with measurable gains in speed and reliability.
Meteor 3.5 Released: Change Streams and Performance Gains
Meteor 3.5 makes MongoDB Change Streams the default reactivity engine, delivering 40% more scalability, a pluggable DDP transport layer, and DDP session resumption.
Change proposals in FHIR: human review for AI-driven writes
Letting AI agents write directly to FHIR is risky. This pattern turns mutations into reviewable Bundle proposals, keeping a human in the loop before anything executes.
Fender: a Docker socket proxy that removes Docker Hub lock-in
Fender sits between the Docker CLI and daemon, transparently rewriting image references to your chosen registries—no Dockerfile or CI script changes required.
Bad Epoll Flaw Grants Root Access on Linux and Android
CVE-2026-46242, dubbed Bad Epoll, lets unprivileged local users gain root via a race-condition bug in the Linux kernel's epoll subsystem; a patch is already out.
Testing Distributed Systems with AI Coding Agents
Two SKILL.md based agent skills generate claim-driven test plans and verdict reports for distributed systems, working with Claude Code, Codex, and more.
Deployment Status Is Actually a Distributed Systems Problem
Drawing on Guara Cloud's build experience, this piece explains why 'pending' labels fail and how deployment status must be modeled as evidence-based distributed state.