LangChain recently introduced Deep Agents: a new way to build structured, multi-agent systems that can plan, delegate, and reason across multiple steps. It comes with built-in planning, a filesystem for context, and subagent spawning. But connecting that agent to a real frontend is still surprisingl.. read more  

NVIDIA shows how to fine-tuneNemotron-Nano-9B-V2to handle new CLI tools - without touching real user data. The trick? A mix ofsynthetic data,reinforcement learning with verifiable rewards (RLVR), and their home-grown trainer stack:NeMo GymplusGRPO. The result: an LLM agent that adapts fast, plays ni.. read more  

GPU demand for AI has shot up 600% since 2020. It’s outpaced the cloud abstractions devs rely on - highlighting a growing gap between slick DevOps dashboards and the gritty realities of heat, cost, and silicon. EnterGPUOps. It's not just a trend - it’s a new layer in the stack. Think observability w.. read more  

The writer recently left their job to explore AI and programming through various projects, including creating a YouTube channel focused on these topics. They discuss how AI is changing the landscape of programming, allowing for faster, more efficient coding methods. Despite concerns about job displa.. read more  

Datadog just droppedBits AI SRE, an autonomous agent that thinks more like an SRE than a chatbot. It doesn't just regurgitate summaries - it investigates. It builds hypotheses, tests them against telemetry, and chases down actual root causes. Older tools leaned hard on LLMs to summarize alerts. That.. read more  

NIST locked in itsPost-Quantum Cryptography (PQC) standardsin August 2024. The countdown’s on: U.S. federal systems need to make the leap by 2035. Wiz jumped early with aPQC Security Framework. It scans for shaky encryption, maps your crypto assets, and flags what’s PQC-ready, all cloud-wide, using .. read more  

A recent change to 1.1.1.1 accidentally altered the order of CNAME records in DNS responses, breaking resolution for some clients. This post explores the technical root cause, examines the source code of affected resolvers, and dives into the inherent ambiguities of the DNS RFCs... read more  

A dev built a custom SSH proxy that punches through IPv4 limits without handing out public IPs like candy. Their trick:shared IPv4s with per-user relative IP mapping. It maps incoming SSH traffic to the right VM using thesource IPandpublic key combo. No Host header? No problem. They sidestep that ho.. read more  

Bare metal ops aren’t what they used to be. The game’s gone full stack:API-driven provisioning,declarative workflows, andconfig convergencenow run the show. Tools likeMAAS,Foreman,Ironic, andTinkerbelltreat physical servers as programmable units. Real hardware, real APIs. Meanwhile,Kubernetes-native.. read more  

A new writeup lays out a layered plan to keep secrets out of logs, no silver bullets here, just ten solid "lead bullets" that actually stack. Think of it as defense in depth for log hygiene. Highlights include: Type-safe domain primitives for secrets, Taint-based static analysis, Read-once secret wr.. read more