Engineering, product, and company posts from MindsHub (by MindsDB).https://mindshub.ai/https://mindshub.ai/blog/jev-agent-completion-checks/https://mindshub.ai/blog/jev-agent-completion-checks/Inside MindsHub Agents: how we use completion checks to catch unfinished work, and where Jev could make those decisions faster with an LLM fallback.Tue, 29 Sep 2026 00:00:00 GMTagentsevaluationshttps://mindshub.ai/blog/jev-decision-model-agent-routing/https://mindshub.ai/blog/jev-decision-model-agent-routing/We ran Jev, TypeSafe’s decision model, beside the MindsHub Agents router: 300 runs, decisions about 2.5 times faster on agent-bound requests, one repeated miss.Thu, 24 Sep 2026 00:00:00 GMThttps://mindshub.ai/blog/llm-cost-per-task-vs-price-per-token/https://mindshub.ai/blog/llm-cost-per-task-vs-price-per-token/Compare measured LLM task costs for Muse Wonder, Spark Open, Claude Opus 5.5 and GPT-6.1 Sol. Learn why token prices alone cannot tell you a job's cost.Wed, 23 Sep 2026 00:00:00 GMThttps://mindshub.ai/blog/navigating-the-llm-landscape-a-comparative-analysis-of-leading-large-language-models/https://mindshub.ai/blog/navigating-the-llm-landscape-a-comparative-analysis-of-leading-large-language-models/Compare Muse Wonder, Spark Open, Claude Opus 5.5, GPT-6.1 Sol, and other leading LLMs by capability, API availability, token price, and measured cost per task.Wed, 23 Sep 2026 00:00:00 GMThttps://mindshub.ai/blog/manus-alternative-ai-workspace-migration/https://mindshub.ai/blog/manus-alternative-ai-workspace-migration/A practical Manus migration guide: restore affected work, preserve files and workflows, and compare model choice, skills, and access in MindsHub Agents.Fri, 11 Sep 2026 00:00:00 GMThttps://mindshub.ai/blog/which-llm-to-choose-12-key-aspects-to-consider-when-building-ai-solutions/https://mindshub.ai/blog/which-llm-to-choose-12-key-aspects-to-consider-when-building-ai-solutions/Choose an LLM using real tasks, relevant benchmarks, accepted-result cost, and hosting requirements. A practical guide to testing and replacing models.Fri, 11 Sep 2026 00:00:00 GMThttps://mindshub.ai/blog/mindsdb-is-now-mindshub/https://mindshub.ai/blog/mindsdb-is-now-mindshub/MindsDB is becoming MindsHub - a home for open-source AI agents. The story behind the rebrand, what's changing, and what stays exactly the same.Wed, 20 May 2026 00:00:00 GMThttps://mindshub.ai/blog/use-ai-to-do-ml/https://mindshub.ai/blog/use-ai-to-do-ml/Vibe coding came for engineering. Vibe ML is coming for data work. Here's what it looks like when you ask an AI agent to train an XGBoost model - and it just does it.Wed, 29 Apr 2026 00:00:00 GMThttps://mindshub.ai/blog/mindsdb-product-updates-april-2026/https://mindshub.ai/blog/mindsdb-product-updates-april-2026/April brought major updates across MindsDB Anton and Query Engine, from shareable reports and explainable answers to broader integrations and stronger SQL reliability.Tue, 28 Apr 2026 00:00:00 GMThttps://mindshub.ai/blog/a-practical-hands-on-introduction-to-anton/https://mindshub.ai/blog/a-practical-hands-on-introduction-to-anton/Learn how to install, configure, and use Anton - MindsDB’s open-source AI agent for conversational analytics that builds dashboards, runs SQL, and publishes insights.Mon, 27 Apr 2026 00:00:00 GMThttps://mindshub.ai/blog/introducing-anton-what-business-intelligence-is-supposed-to-be/https://mindshub.ai/blog/introducing-anton-what-business-intelligence-is-supposed-to-be/Business intelligence wasn’t meant to slow down decisions. Anton changes that by delivering real-time, trusted, and auditable insights to anyone on your team - instantly.Mon, 30 Mar 2026 00:00:00 GMThttps://mindshub.ai/blog/turning-claude-code-into-a-conversational-data-analyst-with-the-minds-plugin/https://mindshub.ai/blog/turning-claude-code-into-a-conversational-data-analyst-with-the-minds-plugin/Build conversational analytics with the Minds Plugin for Claude Code and connect Claude to Postgres, Snowflake, and BigQuery using natural language queries. Wed, 11 Mar 2026 00:00:00 GMThttps://mindshub.ai/blog/introducing-mindsdb-v2600-with-improved-agents-and-knowledge-bases/https://mindshub.ai/blog/introducing-mindsdb-v2600-with-improved-agents-and-knowledge-bases/Introducing MindsDB v26.0.0 - faster Knowledge Bases, smarter Agents, stronger integrations, and production-ready performance.Thu, 26 Feb 2026 00:00:00 GMThttps://mindshub.ai/blog/mindsdb-product-updates-february-2026/https://mindshub.ai/blog/mindsdb-product-updates-february-2026/Stronger Knowledge Bases, improved integrations, enhanced SQL reliability, GUI performance boosts, and critical security upgrades across MindsDB.Wed, 25 Feb 2026 00:00:00 GMThttps://mindshub.ai/blog/building-a-semantic-search-knowledge-base-with-mindsdb/https://mindshub.ai/blog/building-a-semantic-search-knowledge-base-with-mindsdb/Learn how to build intent-based semantic search in MindsDB with Knowledge Bases, PGVector and FAISSTue, 27 Jan 2026 00:00:00 GMThttps://mindshub.ai/blog/mindsdb-product-updates---january-2026/https://mindshub.ai/blog/mindsdb-product-updates---january-2026/Explore the latest product updates, including Knowledge Base enhancements, FAISS and Snowflake support, faster vector search and improved SQL.Tue, 27 Jan 2026 00:00:00 GMThttps://mindshub.ai/blog/building-ai-powered-data-analytics-with-mindsdb-from-natural-language-to-charts/https://mindshub.ai/blog/building-ai-powered-data-analytics-with-mindsdb-from-natural-language-to-charts/Build an AI analytics system using MindsDB Minds to convert natural language into SQL, run queries automatically, and generate visual insights instantly.Thu, 15 Jan 2026 00:00:00 GMThttps://mindshub.ai/blog/mindsdb-in-2025-from-sql-to-the-universal-ai-data-hub/https://mindshub.ai/blog/mindsdb-in-2025-from-sql-to-the-universal-ai-data-hub/How 11 releases, 1,500+ PRs, and a unified architecture transformed MindsDB this year.Wed, 17 Dec 2025 00:00:00 GMThttps://mindshub.ai/blog/blend-hybrid-retrieval-with-structured-data-using-mindsdb-knowledge-bases/https://mindshub.ai/blog/blend-hybrid-retrieval-with-structured-data-using-mindsdb-knowledge-bases/Customize your pipeline, query structured data with citations, debug clearly, and deploy semantic + SQL search - no vector stores or ML ops needed.Wed, 26 Nov 2025 00:00:00 GMThttps://mindshub.ai/blog/fast-track-knowledge-bases-how-to-build-semantic-ai-search-by-andriy-burkov/https://mindshub.ai/blog/fast-track-knowledge-bases-how-to-build-semantic-ai-search-by-andriy-burkov/Learn how to fast-track semantic AI search with MindsDB Knowledge Bases - step-by-step techniques by Andriy Burkov.Thu, 16 Oct 2025 00:00:00 GMThttps://mindshub.ai/blog/best-practices-for-evaluations-evals-for-ai-solutions/https://mindshub.ai/blog/best-practices-for-evaluations-evals-for-ai-solutions/Discover why evaluations are key to building trust, improving accuracy, and guiding the success of your AI projects.Tue, 22 Jul 2025 00:00:00 GMThttps://mindshub.ai/blog/beyond-vector-search-why-mindsdb-knowledge-bases-matter-for-complete-rag-solutions/https://mindshub.ai/blog/beyond-vector-search-why-mindsdb-knowledge-bases-matter-for-complete-rag-solutions/Go beyond vector search - see how MindsDB Knowledge Bases power complete RAG solutions with reranking, data sync, and scalable retrieval.Tue, 29 Apr 2025 00:00:00 GMThttps://mindshub.ai/blog/beyond-keywords-introducing-mindsdb-knowledge-bases-for-rag-and-semantic-search/https://mindshub.ai/blog/beyond-keywords-introducing-mindsdb-knowledge-bases-for-rag-and-semantic-search/Make Your Enterprise Data Responsive and Ready for AI with MindsDB Knowledge BasesTue, 22 Apr 2025 00:00:00 GMThttps://mindshub.ai/blog/unlocking-the-power-of-data-with-mindsdb-s-federated-query-engine/https://mindshub.ai/blog/unlocking-the-power-of-data-with-mindsdb-s-federated-query-engine/MindsDB's Federated Query Engine empowers advanced AI applications and agents to harness the power of dataThu, 10 Apr 2025 00:00:00 GMThttps://mindshub.ai/blog/mindsdb-now-supports-model-context-protocol-the-unified-ai-data-hub-your-enterprise-needs/https://mindshub.ai/blog/mindsdb-now-supports-model-context-protocol-the-unified-ai-data-hub-your-enterprise-needs/MindsDB releases support for Model Context Protocol (MCP server) that unifies AI Data for your EnterpriseMon, 31 Mar 2025 00:00:00 GMTaidatamcpenterprisehttps://mindshub.ai/blog/transforming-unstructured-data-into-structured-using-ai/https://mindshub.ai/blog/transforming-unstructured-data-into-structured-using-ai/This guide provides a straightforward, step-by-step method for transforming large amounts of unstructured data into structured formats using just a few SQLFri, 22 Nov 2024 00:00:00 GMThttps://mindshub.ai/blog/mind-your-manners-how-politeness-can-make-ai-smarter/https://mindshub.ai/blog/mind-your-manners-how-politeness-can-make-ai-smarter/Being polite to AI can improve response quality, clarity, and even reduce bias. Overdoing it might get verbose answers. Learn more about this in recent research findings!Wed, 13 Nov 2024 00:00:00 GMT