Engineering.
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Prevent AI hallucinations: answers need evidence
How to prevent AI hallucinations: why agents should answer only with evidence from your data, how that is built, and what happens with contradictions.
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AI agent glossary: 20 terms in plain words
Agent, harness, MCP, A2A, RAG, human in the loop: 20 terms around AI agents, two sentences each, with what they mean for a business.
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10 questions before your first AI agent project
Ten questions to settle before your first AI agent: process, data, access, approvals, cost, and success. With the answers that carry a project.
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AI agent, RPA, or workflow: which fits when
AI agents, RPA, and workflow automation compared: what each does, where each breaks, and why most business processes need all three.
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MCP or API: how AI agents reach your ERP
MCP is the standard AI agents use to work in ERP, PIM, and CRM. What it adds to an API, which ERPs ship a server, and when the API is the better route.
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What is an AI agent? Definition and examples
An AI agent is a language model that completes tasks with tools. What it consists of, and how it differs from a chatbot and from a workflow.
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How fast AI agent techniques age: a timeline
From prompt tricks to /goal: two years of AI agent techniques on one timeline. Which aged within months, which moved into the products, and what lasts.
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The best free tech stack detectors, ranked
A vendor-neutral ranking of free tools that show what a website is built with: Wappalyzer, BuiltWith, WhatRuns, Netcraft, and where detection stops.
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Can AI crawlers read JavaScript?
Mostly not. GPTBot, ClaudeBot, and PerplexityBot read the raw HTML and skip JavaScript. What that hides from ChatGPT and Claude, and how to fix it.
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What is /goal in Claude Code and Codex?
/goal keeps Claude Code or Codex working across turns until a completion condition holds. How the evaluator decides, and how to write a goal that holds.
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What is an agent-friendly website?
An agent-friendly website is one AI agents can operate for a user: real buttons, named controls, stable layout, WebMCP. Google's rules, checked.
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What is an agent harness?
An agent harness is the software around a language model that makes it act: context, tools, loop, permissions, checks. Why it matters more than the model.
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What is an LLM wiki?
An LLM wiki is a knowledge base of linked Markdown pages that a language model writes from raw sources. Karpathy's pattern, and how it compares to RAG.
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What is RAG? Retrieval in plain terms
Retrieval-augmented generation (RAG) lets an AI answer from your own documents: find the right passages, then write a grounded answer that cites them.
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MainWP uptime checks stuck on Last Check
MainWP uptime checks can start but never finish when the multi-cURL path stalls. Here is the debugging path and the one-line fix.
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CRM/ERP integrations: the cost behind the button
A CRM/ERP 'button' is the visible 5% of the integration. The six hidden cost categories behind it, and how to estimate these projects honestly.
