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867 postsHow to Configure Hibernation on Ubuntu 24.04 with a Swap File
A practical walkthrough for enabling hibernation on Ubuntu 24.04 using a swap file instead of a partition, covering GRUB, initramfs pitfalls and the new polkit rules format.
Makoto Blocks False Claims by Claude Code AI Agents
Makoto is an integrity hook for Claude Code that checks agent claims like passed tests or commits against real tool-call logs and blocks mismatches.
Anthropic Discovers a Global Workspace Inside Language Models
Anthropic's new J-lens technique uncovers an internal region in Claude-like models that behaves like the brain's global workspace of consciousness.
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.comWhy You Need a Smoke Test Before Switching LLM Providers
Sending one prompt isn't enough before swapping LLM providers. A 10-minute smoke test covering timeouts, streaming, rate limits, and tool-call retry safety.
Generating TypeScript Types from JSON Without Missing Optional Fields
Most JSON-to-TypeScript tools infer structure from a single array element, mistyping optional fields. Correct conversion merges keys across every sample.
Zero-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.
From 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.