Blog
1938+ articles — Page 27 of 81
Operationalizing OpenShift Virtualization at Red Hat
Hands-on workshop covering VM lifecycle, hardware optimization, resilience, and advanced live migration strategies on OpenShift Virtualization.
10 min read
vLLM Recipes: Deploy Any Model on Any GPU
vLLM Recipes (recipes.vllm.ai) is the community catalog of tested vllm serve commands per model and GPU: H100, H200, B200, MI300X. How to read and use one.
4 min read
Immutable Linux with bootc: Atomic Updates and Rollback
How bootc brings container-native image mode to Linux. Atomic OS updates, instant rollback, and why immutable infrastructure is the future of production.
6 min read
Forward Deployed Engineer: Engineering & Consulting
What is a Forward Deployed Engineer and why top tech companies are hiring them. The hybrid role combining software engineering, consulting, and customer.
6 min read
llm-d at Red Hat Summit 2026: KV-Cache Aware Routing for vLLM
Red Hat presented llm-d at Summit 2026: cache-aware load balancing for vLLM. Cold 4.3s vs warm 0.6s (7x faster), $0.30 vs $3.00 per 1M tokens with caching.
8 min read
Wide Expert Parallelism on NVL72: Scaling MoE Inference
How NVIDIA TensorRT-LLM Wide-EP distributes MoE experts across GB200 NVL72 racks for 1.8x per-GPU throughput on DeepSeek-R1 scale models.
5 min read
bootc Image Plus Config: Managing OS Configuration at Scale
How to combine bootc immutable OS images with runtime configuration for production Linux. Build the golden image, layer site-specific config, and update.
5 min read
Mistral Small 4 119B: One Model, Three Personalities
Mistral Small 4 unifies instruct, reasoning, and coding into a single 119B MoE model with 128 experts, 6.5B active per token, 256K context, and Apache 2.0.
5 min read
Red Hat Training Hub: Unified LLM Fine-Tuning at Summit 2026
Red Hat AI Innovation Team unveiled Training Hub at Red Hat Summit 2026 — a unified Python API for SFT, LoRA, OSFT, and GRPO fine-tuning with MLFlow.
4 min read
Red Hat Summit 2026 in Atlanta: Open Source Meets AI at
My experience at Red Hat Summit 2026 in Atlanta — from platinum sponsors to late-night labs, product spotlights, and Turkish Airlines scaling 60+ AI.
28 min read
Fix Astro Build Out-of-Memory on GitHub Actions: Bump
Astro builds with heavy image optimization can OOM on GitHub Actions runners with exit code 134. Set NODE_OPTIONS=--max-old-space-size=6144 on the build.
3 min read
Free Practical RHEL AI Book at Red Hat Summit 2026
I am giving away copies of my latest book Practical RHEL AI at Red Hat Summit 2026 in Atlanta. Meet me at the Lawn Lounge at 16:45 to grab your free copy.
4 min read
DevWorld Conference 2026: Stripe's Machine Payment
Key takeaways from DevWorld Conference 2026 featuring Stripe's Machine Payment Protocol (MPP) for AI agent commerce and Tailscale's vision of an AI.
10 min read
Checkmarx at DevWorld 2026: AI Is Not Enough for AppSec
Checkmarx presented a compelling case at DevWorld Conference 2026: AI-only security scanning creates noise, not safety. The hybrid approach combining.
5 min read
CodeMind Edge: Search Your Codebase with AI — No Cloud
CodeMind Edge is a local, privacy-first semantic code search engine built with Qdrant Edge. Ask plain-English questions and find relevant code instantly.
3 min read
DevWorld 2026: The Next Generation of AI Is Powered by
A DevWorld 2026 keynote argued that the next generation of AI depends on infrastructure, not models — six pillars from latency to 100K req/s scale.
2 min read
IPv8: The IETF Draft That Could Replace Both IPv4 and IPv6
Internet Protocol Version 8 is a managed suite that is 100% backward compatible with IPv4, eliminates NAT, and unifies modern routing.
5 min read
LangWatch Scenario: Stop Vibes-Testing Your AI Agents
At an Amsterdam meetup, the LangWatch team demonstrated Scenario — behavioral testing for AI agents. From vibes-driven pray-and-push to scenario-driven.
4 min read
GitHub Copilot Dev Days Amsterdam: Agentic SDLC and the
Recap of GitHub Copilot Dev Days Amsterdam at TrueFullstaq — live demos of Agentic SDLC, AI-assisted code reviews, incident triage, and the big question.
4 min read
KyvernoCon Virtual 2026: Policy-as-Code Meets AI and
Full agenda and key takeaways from KyvernoCon Virtual 2026 — covering CEL policies, AI workload provenance, ISO27001 compliance, multi-tenant RBAC, GitOps.
5 min read
Distributed Inference vs Multi-GPU Inference
A practical comparison of multi-GPU inference within a single node versus distributed inference across multiple nodes. Covers tensor parallelism, pipeline.
8 min read
Book Review: Architecting Generative AI Applications by
A review of Architecting Generative AI Applications (Packt, 2026) covering LLMOps, RAG, agentic systems, and closing the demo-to-production gap.
4 min read
FIO Storage Benchmarks for AI Training: NFS and SMB on
How to benchmark shared storage performance for distributed AI training workloads using FIO on Kubernetes. Covers NFS vs SMB throughput, IOPS patterns.
5 min read
Fine-Tuning Mistral with FSDP and LoRA on OpenShift
A production guide to fine-tuning Mistral models using FSDP2, LoRA/PEFT, and Run:ai on OpenShift with InfiniBand RDMA. Covers NCCL configuration, memory.
12 min read