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1844+ articles — Page 75 of 77
AI in Robotics Meetup Amsterdam
Attending the largest AI on the Amstel meetup on AI in robotics. Panelists from Monumental, Picnic, and TU Delft on moving from demos to scalable systems.
6 min read
Dell PowerScale + NVIDIA GPUDirect Storage Guide
GPUDirect Storage removes CPU bounce buffers, while PowerScale scales bandwidth and consistency—together they reduce time-to-first-batch and keep GPUs fed.
6 min read
vLLM Inference Optimization on RHEL AI
Deploy high-performance model serving with vLLM on Red Hat Enterprise Linux, featuring OpenAI-compatible APIs, tensor parallelism, and production-grade.
4 min readPackaging a Hugging Face Model Snapshot
Learn how to download a Hugging Face model as real files and package it into a portable tarball for offline use, archival, or distribution.
3 min read
Building Your First AI Chatbot with RHEL AI and InstructLab
Learn how to create a production-ready enterprise chatbot using RHEL AI's InstructLab framework, from model selection to deployment with OpenAI-compatible APIs.
5 min read
Hardening RHEL AI with SELinux and Containers
Implement defense-in-depth security for AI workloads on RHEL AI using SELinux policies, container isolation, network segmentation, and compliance frameworks.
6 min read
Implementing RAG (Retrieval-Augmented Generation) on RHEL AI
Build enterprise knowledge systems using RAG architecture on RHEL AI, combining vector databases, document ingestion pipelines, and LLM inference.
8 min read
SPDX Model Lineage Tracking in RHEL AI
Implement model provenance and compliance tracking using SPDX standards for AI governance and regulatory requirements, based on Practical RHEL AI Chapters.
5 min read
Automating RHEL AI Deployments with Ansible and GitOps
Implement Infrastructure as Code for AI workloads using Ansible playbooks, GitOps workflows, and CI/CD pipelines to achieve repeatable, auditable RHEL AI.
7 min read
RHEL AI Community: Resources, Support, and Getting Involved
Navigate the RHEL AI ecosystem with official documentation, community forums, InstructLab contribution guides, and enterprise support channels.
5 min read
Response Hit the Length Limit: Shipping with Claude
That dreaded length-limit message isn't a failure — it's a signal. Here's how to prompt Claude so you always get complete, usable output instead.
2 min read
The Future of RHEL AI: Emerging Trends and Innovations
Emerging enterprise AI trends: edge deployments, explainable AI, carbon-aware scheduling, and multi-agent orchestration for RHEL AI workloads.
4 min read
RHEL AI Use Cases: Real-World Enterprise Applications
RHEL AI enterprise use cases: underwriting classification, multilingual chatbots, RAG pipelines, and edge sentiment analysis with deployment guidance.
5 min read
ProteinLens: 4M Lines of Code and node_modules
A quick post-mortem on why cloc reported 4 lines in a full-stack app. Build artifacts, gitignore, and what lines of code actually measure.
5 min read
Just Add Auth Turns into AAA, RBAC and Pain
Auth isn’t one thing. It’s AAA (authentication, authorization, accounting), plus RBAC, scoping, and a clear token contract.
8 min read
GitHub Copilot Business vs Claude Opus 4.5 Costs
I went full vibe coding with Copilot Business and Claude Opus 4.5 and ended up at 418 percent premium requests. Lessons in AI-assisted development costs.
6 min read
GitHub Actions is great — until you hit the budget wall
ProteinLens CI/CD did not fail with a red build, it did not start at all. How GitHub Actions minute exhaustion silently killed our deployment pipeline.
3 min read
Securing AI Workloads with SELinux on RHEL
Implement enterprise-grade security for AI workloads using SELinux policies, container isolation, and secure model serving on RHEL AI.
9 min read
AI is fast — until the database becomes the bottleneck
ProteinLens shipped quickly with AI-assisted coding, but production failures came from the boring layer: Key Vault references, stale app settings, Prisma.
7 min read
Entra External ID Nearly Derailed My MVP
I tried implementing Microsoft Entra External ID expecting an easy B2C setup with a future path to B2B and SSO. Here is what actually happened.
6 min read
Copilot is great — until you do real-world programming
While implementing 429 handling (rate-limit UX) for ProteinLens authentication, my AI coding assistant hit me with its own 429: token usage rate_limited.
7 min read
ProteinLens: Vibe Coding on Azure and Quota Chaos
A behind-the-scenes build log of an AI meal-photo MVP on Azure (Static Web Apps, Functions, PostgreSQL, AI Foundry) — plus the real lessons from quotas,.
4 min read
RAG Implementation Patterns on RHEL AI
Build production-ready Retrieval-Augmented Generation systems on RHEL AI using vector databases, embedding models, and intelligent retrieval strategies.
10 min read
DeepSpeed Optimization for RHEL AI Training
Master DeepSpeed ZeRO 3 and MiCS communication scaling to accelerate model training on Red Hat Enterprise Linux, based on Practical RHEL AI Chapter 4.
4 min read