AI & Data

Total 10 posts

AI & Data•Feb 17, 2026•12 min read

Skills Are the New Workflow Nodes — And AI Agents Are the New Orchestrators

Traditional workflow builders like n8n and Zapier connect apps with rigid If-This-Then-That logic. But a new paradigm is emerging: composable AI skills orchestrated by intelligent agents. Here's what's actually working, what's not, and why the shift matters.

AI AgentsSkillsMCPWorkflow Automationn8nZapierAnthropicClaude CodeAgent Orchestration

AI & Data•Feb 15, 2026•18 min read

Everyone's Building AI Agents Now — Here's What the Training Didn't Tell You

My company's internal AI agent builder training was fantastic. But after the demos ended, I started thinking about who these tools actually serve, what they're genuinely good at, and where the gaps still hide. A practitioner's reality check on enterprise AI democratization.

AI AgentsEnterprise AILow-Code AIAgent BuildersAI GovernanceGitHub CopilotClaude CodeSkillsMCP

AI & Data•Feb 10, 2026•12 min read

AI in Government Public Services: How Risk Management Is Getting a Serious Upgrade

A practical look at how AI is transforming government public services - from tax compliance and fraud detection to taxpayer experience. Real use cases, real ROI numbers, and what IT teams should know about this fast-moving space.

AIGovernmentPublic ServicesRisk ManagementTax AdministrationPredictive AnalyticsLLMDigital Transformation

AI & Data•Feb 08, 2026•16 min read

Everyone Can Build an AI Agent Now — But Should They?

Configurable AI agent platforms from Microsoft, Google, and AWS promise no-code agent building. But the gap between drag-and-drop demos and production-grade agents is wider than the marketing suggests. A deep dive from chatbots to autonomous agents.

AI AgentsCopilot StudioAI FoundryVertex AICrewAILangChainLlamaIndexReActMulti-Agent

AI & Data•Feb 06, 2026•10 min read

I Gave an RFP to Four AI Agents — They Debated Like a Real Team

Claude Code's new agent teams feature lets multiple AI instances work as a coordinated team — with a lead, shared tasks, and direct messaging. I tested it on an RFP review and the results were surprisingly good. Here's how it works, what it costs, and when you should (and shouldn't) use it.

Claude CodeAnthropicOpus 4.6Agent TeamsMulti-AgentAI CodingDeveloper Tools

AI & Data•Feb 06, 2026•14 min read

RAG Is Easy to Build, Hard to Get Right: Pain Points Every Practitioner Hits

A practitioner's guide to the real-world pain points of Retrieval-Augmented Generation — from chunking disasters and hallucinating citations to multilingual headaches — and the battle-tested solutions that actually work.

RAGRetrieval-Augmented GenerationChunkingEmbeddingsAgentic RAGMultimodal RAGLLMBest Practices

AI & Data•Feb 05, 2026•13 min read

Master Data Management: The Billion-Dollar Question of Build vs. Buy

A practitioner's deep dive into MDM — from its 1990s origins to today's build-vs-buy dilemma. Why 90% of MDM projects fail, why most enterprises only need golden records, and how modern tools are changing the calculus.

MDMMaster Data ManagementGolden RecordData GovernanceEntity ResolutionData QualityBuild vs BuyData Engineering

AI & Data•Feb 04, 2026•11 min read

The Vector Database Landscape: From FAISS to Production at Scale

A practitioner's guide to vector databases—from lightweight libraries for prototyping to production systems handling billions of vectors. Understanding when to use Chroma, Milvus, pgvector, or managed services.

Vector DatabaseRAGEmbeddingsMilvusChromaPineconepgvectorHNSWAI Infrastructure

AI & Data•Feb 03, 2026•9 min read

30 Releases in 17 Days: Inside Claude Code's v2.1 Sprint

Claude Code shipped 30 releases from v2.1.0 to v2.1.30 in just over two weeks. Here's a deep dive into the features that actually matter—task management, session teleportation, customizable keybindings, and more.

Claude CodeAnthropicAI CodingDeveloper ToolsTask ManagementKeybindingsSkills

AI & Data•Feb 02, 2026•10 min read

OpenClaw: The Proactive AI Agent That's Either the Future or a Security Nightmare

OpenClaw has 148k GitHub stars and 1.5 million AI agents socializing on Moltbook. Should you jump in, or is this the lethal trifecta in action? A practitioner's analysis.

OpenClawAI AgentsMoltbookAgentic AISecurityMCPPrompt InjectionPeter Steinberger

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