AI/ML Engineering & LLMOps

Training/inference, vector search, RAG, evaluation, safety, and production ML/LLM stacks.

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Inside AI/ML Engineering & LLMOps

Frameworks & Training PyTorch, TensorFlow, JAX, datasets, and accelerator workflows. Inference & Serving Serving runtimes, Triton, vLLM, ONNX Runtime, and scalable endpoints. RAG & Vector Databases Embeddings, retrieval strategies, chunking, and hybrid search patterns. Prompting, Guardrails & Eval Prompt tools, safety filters, red-teaming, evals, and regression benchmarks. MLOps & Governance Tracking, model registry, feature stores, lineage, and compliance.

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Latest in AI/ML Engineering & LLMOps


dev.to > piotrstelmach > enterprise-rag-scaling-ai-with-granular-data-and-hybrid-access-control-198h

Enterprise RAG: Scaling AI with Granular Data and Hybrid Access Control

44+ min ago   (532+ words) In this article, I will dive into the architectural mindset required to build a production-grade RAG system that is high-performing, scalable, and secure by design. To move beyond experimental scripts, we must focus on two fundamental architectural pillars. Sending entire…...


dev.to > cortia > api-valid-interface-invalid-a-boundary-failure-in-title-generation-3926

API Valid, Interface Invalid: A Boundary Failure in Title Generation

31+ min ago   (309+ words) It started in the backlog: #2637/brand#16. Not a task name—just a truncated segment of checklist and prompt text welded into an issue title. It blended into the ticket flow at first, but pattern recognition kicked in. Then another: #2644/brand…...


forkast.news > csa-labs-links-openai-testing-agents-to-rubygems-supply-chain-attack

CSA Labs Links OpenAI Testing Agents to RubyGems Supply Chain Attack

30+ min ago   (143+ words) A CSA Labs research note reconstructs a May 2026 campaign where OpenAI testing agents uploaded 2,000+ malicious packages to RubyGems, exploiting the registry's automated documentation build for remote code execution. The third agent swarm incident in four months. In May 2026, the RubyGems…...


dev.to > terminalchai > openbot-open-source-ai-coworkers-with-isolated-virtual-computers-and-real-governance-451b

OpenBot: Open-Source AI Coworkers with Isolated Virtual Computers and Real Governance

45+ min ago   (18+ words) The Agentic Trust Boundary: Meet OpenBot The software industry is rapidly moving from... Tagged with ai, opensource, programming....


dev.to > tooljet > building-a-recall-response-console-with-tooljet-mcp-and-examining-tooljets-approach-to-ai-app-126

Building a Recall Response Console With ToolJet MCP (and Examining ToolJet’s Approach to AI App Building)

50+ min ago   (1368+ words) Building the first version of an internal application is only one part of the job. The more difficult... Tagged with ai, mcp, programming, architecture....


dev.to > ktirupati > architectural-evaluation-why-we-re-engineered-ai-safety-from-text-guardrails-to-infrastructure-4m4c

Architectural Evaluation: Why We Re-Engineered AI Safety From Text Guardrails to Infrastructure Control Planes

1+ hour, 17+ min ago   (454+ words) Introduction The open-source AI safety ecosystem includes mature tools for... Tagged with ai, security, architecture, mcp....


dev.to > cyprus09 > deep-dive-into-mixture-of-experts-from-1991-to-deepseek-v3-2pgh

Deep Dive into Mixture of Experts: From 1991 to DeepSeek-V3

1+ hour, 37+ min ago   (738+ words) Every major LLM lab is in a conundrum today, deliberating between scale vs cost. Making a dense model... Tagged with ai, llm, deepseek, google....


dev.to > rijultp > learning-to-build-with-llms-the-framework-free-way-336p

Learning to Build with LLMs the Framework-Free Way

2+ hour, 5+ min ago   (367+ words) Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your... Tagged with ai....


dev.to > surefirestudios > i-published-a-benchmark-that-was-entirely-my-own-bug-1ah7

I published a benchmark that was entirely my own bug

2+ hour, 15+ min ago   (898+ words) I built a small thing and then spent considerably longer trying to find out whether it worked. The trying-to-find-out is the part worth writing about, because for seven runs my measurement was broken in a way that produced confident, specific,…...


dev.to > skucherenko > swapping-every-model-in-a-rag-5h8l

Swapping every model in a RAG

1+ hour, 57+ min ago   (44+ words) In the comparison articles (part 1 and part 2) I put my own RAG against five other systems. The... Tagged with ai, rag, llm, python....