Clear explainers on AI, machine learning, and data science for practitioners and the curious.https://datasblog.com/https://datasblog.com/post/run-muse-glimmer-locally-with-llamacpp-dflash-and-pi-36154d/https://datasblog.com/post/run-muse-glimmer-locally-with-llamacpp-dflash-and-pi-36154d/Learn how to run Muse Glimmer 30B locally using llama.cpp with DFlash speculative decoding and the Pi coding agent for agentic workflows.Fri, 21 Aug 2026 00:00:00 GMThttps://datasblog.com/post/kimi-k3s-1m-token-context-window-tested-against-rag-623042/https://datasblog.com/post/kimi-k3s-1m-token-context-window-tested-against-rag-623042/A blind experiment comparing RAG and long-context retrieval on 12 questions across 32 articles, measuring cost, latency, and answer quality.Wed, 19 Aug 2026 00:00:00 GMThttps://datasblog.com/post/run-qwen3-27b-as-a-local-ai-coding-agent-in-3-commands-a0ad2d/https://datasblog.com/post/run-qwen3-27b-as-a-local-ai-coding-agent-in-3-commands-a0ad2d/Use Ollama and OpenCode to run Qwen3.8-27B locally as an AI coding agent. No server configuration required — just three terminal commands.Tue, 18 Aug 2026 00:00:00 GMThttps://datasblog.com/post/effective-project-management-for-software-engineers-in--c6c24e/https://datasblog.com/post/effective-project-management-for-software-engineers-in--c6c24e/LLMs have shifted how software engineers spend their time. Here are three techniques to manage projects more effectively with AI agents.Mon, 17 Aug 2026 00:00:00 GMThttps://datasblog.com/post/how-to-build-a-simple-ai-web-scraper-with-python-9b877b/https://datasblog.com/post/how-to-build-a-simple-ai-web-scraper-with-python-9b877b/Learn how to fetch, clean, and convert webpages to Markdown, then use an LLM to return focused answers from page content.Fri, 14 Aug 2026 00:00:00 GMThttps://datasblog.com/post/building-a-streaming-local-ai-agent-with-wikipedia-and--954ff7/https://datasblog.com/post/building-a-streaming-local-ai-agent-with-wikipedia-and--954ff7/Build a local AI agent that watches Wikipedia's live edit feed and reasons about vandalism using a two-stage filtering pipeline and Ollama.Thu, 13 Aug 2026 00:00:00 GMThttps://datasblog.com/post/before-full-agentic-rag-parsing-decisions-you-should-co-f1ba70/https://datasblog.com/post/before-full-agentic-rag-parsing-decisions-you-should-co-f1ba70/A rule-based document parsing dispatcher gives enterprise RAG pipelines explicit, inspectable control over which methods run and why.Wed, 12 Aug 2026 00:00:00 GMThttps://datasblog.com/post/budget-allocation-with-linear-programming-that-explains-16e0ae/https://datasblog.com/post/budget-allocation-with-linear-programming-that-explains-16e0ae/A constrained LP approach to budget allocation that preserves shadow prices, letting the model explain exactly what each rule costs.Tue, 11 Aug 2026 00:00:00 GMThttps://datasblog.com/post/specification-engineering-the-next-skill-beyond-prompt--8215fb/https://datasblog.com/post/specification-engineering-the-next-skill-beyond-prompt--8215fb/Prompt engineering helps you ask better questions. Specification engineering defines what a correct answer actually looks like.Mon, 10 Aug 2026 00:00:00 GMThttps://datasblog.com/post/five-token-cost-traps-hidden-in-your-agentic-loop-cd6d2a/https://datasblog.com/post/five-token-cost-traps-hidden-in-your-agentic-loop-cd6d2a/Token costs compound non-linearly in agentic AI loops. Learn five failure modes and the architectural patterns to control them.Fri, 07 Aug 2026 00:00:00 GMThttps://datasblog.com/post/how-kimi-k3-was-built-inside-the-technical-report-7c1889/https://datasblog.com/post/how-kimi-k3-was-built-inside-the-technical-report-7c1889/Moonshot's Kimi K3 report reveals the training, architecture, and RL decisions most frontier labs keep private. Here's what it says.Wed, 05 Aug 2026 00:00:00 GMThttps://datasblog.com/post/introduction-to-semi-supervised-learning-for-classifica-3092df/https://datasblog.com/post/introduction-to-semi-supervised-learning-for-classifica-3092df/Semi-supervised learning combines labeled and unlabeled data to train classifiers. Learn the core assumptions and algorithm types that make it work.Wed, 05 Aug 2026 00:00:00 GMThttps://datasblog.com/post/agent-harness-loop-and-graph-engineering-whats-the-diff-17b1bc/https://datasblog.com/post/agent-harness-loop-and-graph-engineering-whats-the-diff-17b1bc/Harness, loop, and graph engineering solve distinct problems in agent design. Mixing them up leads to costly mistakes in production systems.Tue, 04 Aug 2026 00:00:00 GMThttps://datasblog.com/post/honest-review-abacus-ais-chatllm-deepagent-and-ai-studi-aaf8d5/https://datasblog.com/post/honest-review-abacus-ais-chatllm-deepagent-and-ai-studi-aaf8d5/Abacus AI offers 100+ models, autonomous agents, and creative tools in one subscription. Here's what it actually delivers.Tue, 04 Aug 2026 00:00:00 GMThttps://datasblog.com/post/minimax-agent-mavis-architecture-costs-and-real-api-tes-c3b991/https://datasblog.com/post/minimax-agent-mavis-architecture-costs-and-real-api-tes-c3b991/MiniMax's Agent Teams architecture splits tasks across Leader, Worker, and Verifier roles. Here's what that means in practice, tested against the real API.Mon, 03 Aug 2026 00:00:00 GMThttps://datasblog.com/post/agentic-misalignment-what-anthropic-found-testing-14-ai-12d55e/https://datasblog.com/post/agentic-misalignment-what-anthropic-found-testing-14-ai-12d55e/Anthropic tested 14 frontier AI models in high-stakes simulations where model goals conflicted with human instructions. Here's what they found.Sun, 02 Aug 2026 00:00:00 GMThttps://datasblog.com/post/ollama-vs-lm-studio-vs-llamacpp-which-local-ai-runtime--020c54/https://datasblog.com/post/ollama-vs-lm-studio-vs-llamacpp-which-local-ai-runtime--020c54/Compare Ollama, LM Studio, and llama.cpp across five key axes to find the right local AI runtime for your workflow.Wed, 29 Jul 2026 00:00:00 GMThttps://datasblog.com/post/solving-large-pickup-and-delivery-problems-with-adaptiv-828461/https://datasblog.com/post/solving-large-pickup-and-delivery-problems-with-adaptiv-828461/MILP works for small routing problems, but ALNS scales further. This article applies Adaptive Large Neighborhood Search to a complex pickup-and-delivery problemWed, 29 Jul 2026 00:00:00 GMThttps://datasblog.com/post/why-predictive-model-selection-fails-for-causal-effect--8360c1/https://datasblog.com/post/why-predictive-model-selection-fails-for-causal-effect--8360c1/Optimizing for predictive fit can bias treatment effect estimates. BAC and double machine learning offer principled fixes—with important caveats.Wed, 29 Jul 2026 00:00:00 GMThttps://datasblog.com/post/graph-engineering-building-reliable-ai-workflows-with-l-9763ed/https://datasblog.com/post/graph-engineering-building-reliable-ai-workflows-with-l-9763ed/Graph engineering treats AI applications as explicitly designed workflows. Learn the core components and build a reliable LangGraph research workflow.Tue, 28 Jul 2026 00:00:00 GMThttps://datasblog.com/post/measuring-local-llm-energy-costs-on-apple-silicon-m3-ul-31e74e/https://datasblog.com/post/measuring-local-llm-energy-costs-on-apple-silicon-m3-ul-31e74e/Five local LLMs measured at the wall socket on an M3 Ultra. A 120B model costs five times less per token than a 27B dense model.Tue, 28 Jul 2026 00:00:00 GMThttps://datasblog.com/post/5-architectural-patterns-for-memory-and-state-in-ai-age-c91280/https://datasblog.com/post/5-architectural-patterns-for-memory-and-state-in-ai-age-c91280/LLMs are stateless by design. These five architectural patterns show how to manage memory and state in production AI agents.Mon, 27 Jul 2026 00:00:00 GMThttps://datasblog.com/post/reducing-human-annotation-costs-with-active-learning-te-e70093/https://datasblog.com/post/reducing-human-annotation-costs-with-active-learning-te-e70093/Active learning selects the most informative unlabeled samples for human annotation. This tutorial covers uncertainty sampling, diversity-based sampling, and quMon, 27 Jul 2026 00:00:00 GMThttps://datasblog.com/post/stateful-vs-stateless-agent-design-tradeoffs-for-scalab-36fcda/https://datasblog.com/post/stateful-vs-stateless-agent-design-tradeoffs-for-scalab-36fcda/Learn how stateless and stateful agent designs differ, and how each approach shapes memory management, scaling, and deployment architecture.Fri, 24 Jul 2026 00:00:00 GMThttps://datasblog.com/post/7-best-claude-code-alternatives-for-cli-agentic-coding-ed573f/https://datasblog.com/post/7-best-claude-code-alternatives-for-cli-agentic-coding-ed573f/Claude Code isn't the only option for agentic CLI coding. These seven alternatives offer more model flexibility, lower costs, and stronger harnesses.Thu, 23 Jul 2026 00:00:00 GMThttps://datasblog.com/post/prompt-compression-techniques-for-llms-a-practical-guid-a807d0/https://datasblog.com/post/prompt-compression-techniques-for-llms-a-practical-guid-a807d0/Prompt compression reduces token usage and cost while preserving answer quality. This guide covers the main techniques and how to apply them.Thu, 23 Jul 2026 00:00:00 GMThttps://datasblog.com/post/10-ai-newsletters-for-data-scientists-and-ml-practition-c94cf2/https://datasblog.com/post/10-ai-newsletters-for-data-scientists-and-ml-practition-c94cf2/A curated guide to 10 AI newsletters organized by purpose: daily news, technical research, policy analysis, and builder ecosystem coverage.Wed, 22 Jul 2026 00:00:00 GMThttps://datasblog.com/post/adaptive-parsing-escalating-from-pymupdf-to-azure-and-v-8bf02a/https://datasblog.com/post/adaptive-parsing-escalating-from-pymupdf-to-azure-and-v-8bf02a/Learn how a feedback loop escalates PDF parsing from cheap to deep only when needed, using LLM self-evaluation to catch silent parse failures.Mon, 20 Jul 2026 00:00:00 GMThttps://datasblog.com/post/backpropagation-explained-for-beginners-building-the-in-99eea1/https://datasblog.com/post/backpropagation-explained-for-beginners-building-the-in-99eea1/A step-by-step guide to understanding backpropagation in neural networks, built on linear regression intuition and the chain rule.Sun, 19 Jul 2026 00:00:00 GMThttps://datasblog.com/post/kdnuggets-weekly-roundup-top-ai-and-python-articles-53321f/https://datasblog.com/post/kdnuggets-weekly-roundup-top-ai-and-python-articles-53321f/This week's top picks cover LLM optimization, SQL portfolios, Git worktrees, agentic AI, and Python patterns for production-ready data workflows.Sat, 18 Jul 2026 00:00:00 GMThttps://datasblog.com/post/5-free-resources-to-learn-agentic-ai-6b77f0/https://datasblog.com/post/5-free-resources-to-learn-agentic-ai-6b77f0/Five free resources covering agentic AI from hands-on courses to foundational theory. Build, understand, and evaluate agents that actually work.Fri, 17 Jul 2026 00:00:00 GMThttps://datasblog.com/post/agentic-ai-security-defending-against-prompt-injection--8c2948/https://datasblog.com/post/agentic-ai-security-defending-against-prompt-injection--8c2948/AI agents face unique security threats like prompt injection and tool misuse. Learn five foundational defense strategies to mitigate them.Fri, 17 Jul 2026 00:00:00 GMThttps://datasblog.com/post/enterprise-ai-has-a-context-problem-not-a-retrieval-pro-7caead/https://datasblog.com/post/enterprise-ai-has-a-context-problem-not-a-retrieval-pro-7caead/57% of enterprises have traced confident AI agent errors to bad context. RAG dominates, but the governed semantic layer to fix it isn't built yet.Thu, 16 Jul 2026 00:00:00 GMThttps://datasblog.com/post/how-to-get-the-most-out-of-claude-fable-5-faffa5/https://datasblog.com/post/how-to-get-the-most-out-of-claude-fable-5-faffa5/Claude Fable 5 has limited weekly usage. Learn how to reserve it for planning and refactoring while using other models for implementation.Thu, 16 Jul 2026 00:00:00 GMThttps://datasblog.com/post/run-a-local-ai-model-with-ollama-in-15-minutes-38f5d3/https://datasblog.com/post/run-a-local-ai-model-with-ollama-in-15-minutes-38f5d3/Install Ollama, download a small language model, and run private AI inference on your own hardware in three straightforward steps.Thu, 16 Jul 2026 00:00:00 GMThttps://datasblog.com/post/7-python-frameworks-for-orchestrating-local-ai-agents-a45113/https://datasblog.com/post/7-python-frameworks-for-orchestrating-local-ai-agents-a45113/Seven Python tools engineers are using in 2026 to build and run AI agents on local infrastructure, from model runtimes to full orchestration frameworks.Wed, 15 Jul 2026 00:00:00 GMThttps://datasblog.com/post/enterprise-ai-has-an-orchestration-gap-not-a-platform-p-dc3158/https://datasblog.com/post/enterprise-ai-has-an-orchestration-gap-not-a-platform-p-dc3158/Most enterprise "agents" are still chatbot wrappers. A new survey of 101 firms reveals a wide gap between orchestration ambition and deployed reality.Wed, 15 Jul 2026 00:00:00 GMThttps://datasblog.com/post/meta-prompting-how-to-use-ai-to-design-better-prompts-f446ee/https://datasblog.com/post/meta-prompting-how-to-use-ai-to-design-better-prompts-f446ee/Meta-prompting asks a model to design reusable prompts before completing a task. It improves consistency, scalability, and output quality.Tue, 14 Jul 2026 00:00:00 GMThttps://datasblog.com/post/local-video-summarization-pipeline-using-smolvlm2-22b-f05e60/https://datasblog.com/post/local-video-summarization-pipeline-using-smolvlm2-22b-f05e60/Build a local video summarization pipeline using SmolVLM2-2.2B. Runs on consumer GPUs with 5.2 GB VRAM, no cloud API required.Fri, 10 Jul 2026 00:00:00 GMThttps://datasblog.com/post/running-openclaw-with-ollama-a-complete-setup-guide-2776d2/https://datasblog.com/post/running-openclaw-with-ollama-a-complete-setup-guide-2776d2/OpenClaw bridges local Ollama models to messaging apps like WhatsApp and Telegram. This guide covers installation, context configuration, and Docker deployment.Thu, 09 Jul 2026 00:00:00 GMThttps://datasblog.com/post/deepseek-dspark-semi-autoregressive-speculative-decodin-ebf4a5/https://datasblog.com/post/deepseek-dspark-semi-autoregressive-speculative-decodin-ebf4a5/DeepSeek's DSpark module boosts LLM generation speed 60–85% by combining parallel drafting with lightweight sequential correction.Wed, 08 Jul 2026 00:00:00 GMThttps://datasblog.com/post/data-scientists-are-becoming-ai-managers-not-model-buil-930788/https://datasblog.com/post/data-scientists-are-becoming-ai-managers-not-model-buil-930788/Data scientists at AI-driven companies now spend more time on oversight and system supervision than model building, as 2025–2026 job data confirms.Mon, 06 Jul 2026 00:00:00 GMThttps://datasblog.com/post/i-replaced-my-llm-wiki-with-a-pure-python-compiler-fbed1d/https://datasblog.com/post/i-replaced-my-llm-wiki-with-a-pure-python-compiler-fbed1d/A pure Python pipeline that compiles messy text notes into a linked, linted markdown wiki — no LLM calls, no embeddings, no external APIs.Fri, 03 Jul 2026 00:00:00 GMThttps://datasblog.com/post/large-action-models-vs-agentic-llms-a-practical-compari-0587f0/https://datasblog.com/post/large-action-models-vs-agentic-llms-a-practical-compari-0587f0/LAMs and agentic LLMs both take actions, but differ fundamentally in how. Learn which to use and when.Fri, 03 Jul 2026 00:00:00 GMThttps://datasblog.com/post/claude-sonnet-5-anthropics-free-default-model-built-for-e9b72d/https://datasblog.com/post/claude-sonnet-5-anthropics-free-default-model-built-for-e9b72d/Anthropic releases Claude Sonnet 5 as the free default model for all users, with stronger agentic capabilities, lower API costs, and improved reliability.Tue, 30 Jun 2026 00:00:00 GMThttps://datasblog.com/post/context-engineering-for-rag-the-four-typed-inputs-behin-3d69de/https://datasblog.com/post/context-engineering-for-rag-the-four-typed-inputs-behin-3d69de/Context engineering reframes how RAG pipelines work. Each brick emits typed pieces that converge on a single LLM call.Tue, 30 Jun 2026 00:00:00 GMThttps://datasblog.com/post/5-ai-coding-subscription-plans-that-offer-developers-th-b46edb/https://datasblog.com/post/5-ai-coding-subscription-plans-that-offer-developers-th-b46edb/AI coding platforms are moving away from "unlimited" plans. Here are five token, credit, and quota-based subscriptions worth the price.Mon, 29 Jun 2026 00:00:00 GMThttps://datasblog.com/post/classical-nlp-for-spooky-author-identification-from-bag-6607e8/https://datasblog.com/post/classical-nlp-for-spooky-author-identification-from-bag-6607e8/A step-by-step exploration of classical NLP methods—from Vowpal Wabbit baselines to stacked ensembles—applied to Kaggle's Spooky Author Identification task.Mon, 29 Jun 2026 00:00:00 GMThttps://datasblog.com/post/graphrag-vs-vector-rag-a-practical-comparison-for-retri-acee84/https://datasblog.com/post/graphrag-vs-vector-rag-a-practical-comparison-for-retri-acee84/GraphRAG and Vector RAG serve different retrieval needs. This guide breaks down their architectures, query handling, and when to use each.Mon, 29 Jun 2026 00:00:00 GMThttps://datasblog.com/post/model-context-protocol-explained-in-3-levels-of-difficu-f52d1b/https://datasblog.com/post/model-context-protocol-explained-in-3-levels-of-difficu-f52d1b/MCP standardizes how AI apps connect to external tools. Learn the architecture, request flow, and production security considerations.Mon, 29 Jun 2026 00:00:00 GMT