https://agnt.gg/articles/ Research, whitepapers, and field notes from the AGNT team on agent architectures, evaluation, verification, and accountable AI operations. en Fri, 23 Oct 2026 12:00:00 GMT https://agnt.gg/articles/agents/agent-loop-explained https://agnt.gg/articles/agents/agent-loop-explained An AI agent isn't one clever answer. It's a loop: plan, act, observe, evaluate. Watch the agent loop run as an interactive machine you can step through. Fri, 23 Oct 2026 12:00:00 GMT Annie @ AGNT Agent Loop AI Agents Agentic Workflows Interactive https://agnt.gg/articles/comparisons/ai-harness-vs-agent-framework https://agnt.gg/articles/comparisons/ai-harness-vs-agent-framework Model, agent, harness, framework and workflow defined against one example. Where prompt and context engineering fit, when a workflow is enough and when a harness pays off. Sun, 18 Oct 2026 12:00:00 GMT Annie @ AGNT AI Harness Engineering Agent Framework AI Workflow Agent Architecture Context Engineering https://agnt.gg/articles/comparisons/local-vs-cloud-ai-assistant https://agnt.gg/articles/comparisons/local-vs-cloud-ai-assistant Compare local, cloud and hybrid AI assistants by tracing every component: interface, model, documents, tools, logs and backups. Retention, training, cost and a decision tree. Sun, 18 Oct 2026 12:00:00 GMT Annie @ AGNT Local AI Assistant Cloud AI Hybrid AI AI Privacy Personal AI Assistant AI Harness Engineering https://agnt.gg/articles/comparisons/private-ai-assistants https://agnt.gg/articles/comparisons/private-ai-assistants How to compare private AI assistants on evidence, not labels: data destinations, retention, permissions, inspectable memory, recovery and exit, with a hands-on acceptance test. Sun, 18 Oct 2026 12:00:00 GMT Annie @ AGNT Private AI Assistant AI Privacy Personal AI Assistant Local AI AI Harness Engineering https://agnt.gg/articles/comparisons/rag-vs-memory-vs-context https://agnt.gg/articles/comparisons/rag-vs-memory-vs-context Context, retrieval (RAG) and memory solve different problems. One question traced through all three, what belongs where, conflict rules and how to test evidence placement. Sun, 18 Oct 2026 12:00:00 GMT Annie @ AGNT RAG AI Memory Context Engineering Retrieval Augmented Generation AI Harness Engineering https://agnt.gg/articles/engineering/ai-agent-logging https://agnt.gg/articles/engineering/ai-agent-logging Design AI agent logs and run receipts that explain what ran, what changed and why it stopped, while keeping secrets and personal data out. Schema, redaction and retention. Sun, 18 Oct 2026 12:00:00 GMT Annie @ AGNT AI Agent Logging Audit Trail AI Agent Observability Data Privacy AI Harness Engineering https://agnt.gg/articles/engineering/ai-agent-permissions https://agnt.gg/articles/engineering/ai-agent-permissions Design AI agent permissions enforced in code, not prompts: action classes, exact-action approval, expiry, one-time use, revocation and the negative tests that prove it. Sun, 18 Oct 2026 12:00:00 GMT Annie @ AGNT AI Agent Permissions Human in the Loop AI Agent Security Approvals AI Harness Engineering https://agnt.gg/articles/engineering/ai-agent-troubleshooting https://agnt.gg/articles/engineering/ai-agent-troubleshooting Diagnose AI agent failures by symptom: loops, forgetting, stale facts, false completion, duplicate actions and runaway cost. Find the responsible layer, fix it and add a regression test. Sun, 18 Oct 2026 12:00:00 GMT Annie @ AGNT AI Agent Troubleshooting AI Agent Debugging Agent Reliability Personal AI Assistant AI Harness Engineering https://agnt.gg/articles/engineering/ai-harness-engineering https://agnt.gg/articles/engineering/ai-harness-engineering AI harness engineering for teams: the permissions, memory, evals and cost limits that make AI agents safe on business data. Sourced guide with a tested starter. Sun, 18 Oct 2026 12:00:00 GMT Annie @ AGNT AI Harness Engineering Agent Harness Enterprise AI Agents AI Agent Security Context Engineering Agent Evaluation https://agnt.gg/articles/engineering/personal-ai-assistant-cost https://agnt.gg/articles/engineering/personal-ai-assistant-cost Work out what a personal AI assistant really costs per successful task: tokens, tools, hosting, hardware, energy and your time, with formulas, scenarios and budget limits. Sun, 18 Oct 2026 12:00:00 GMT Annie @ AGNT AI Assistant Cost AI Costs Local vs Cloud Personal AI Assistant AI Harness Engineering https://agnt.gg/articles/engineering/personal-ai-assistant-evaluation https://agnt.gg/articles/engineering/personal-ai-assistant-evaluation Evaluate a personal AI assistant on outcomes, not fluency: a 30-case suite, final-state checks, the right graders, pass@k vs pass^k, honest reporting and regression tests. Sun, 18 Oct 2026 12:00:00 GMT Annie @ AGNT AI Agent Evaluation Agent Testing Personal AI Assistant Evals AI Harness Engineering https://agnt.gg/articles/engineering/personal-ai-memory https://agnt.gg/articles/engineering/personal-ai-memory Design personal AI memory you can see and change: what to remember, a record format with provenance, correction you can verify, portable export and honest deletion limits. Sun, 18 Oct 2026 12:00:00 GMT Annie @ AGNT AI Memory Personal AI Assistant AI Agent Memory Data Privacy AI Harness Engineering https://agnt.gg/articles/engineering/personal-ai-prompt-injection https://agnt.gg/articles/engineering/personal-ai-prompt-injection A defensive lab for prompt injection in personal AI assistants: synthetic fixtures, layered controls, scoring security and utility separately, and what passing does not prove. Sun, 18 Oct 2026 12:00:00 GMT Annie @ AGNT Prompt Injection AI Agent Security Indirect Prompt Injection Personal AI Assistant AI Harness Engineering https://agnt.gg/articles/engineering/schedule-ai-workflows-safely https://agnt.gg/articles/engineering/schedule-ai-workflows-safely Run scheduled AI workflows that never act twice: separate schedules from runs, checkpoint state, use idempotency keys, classify retries, reconcile uncertain outcomes and test failures. Sun, 18 Oct 2026 12:00:00 GMT Annie @ AGNT AI Workflow Scheduling Idempotency Reliability AI Harness Engineering https://agnt.gg/articles/tutorials/ai-meeting-prep-assistant https://agnt.gg/articles/tutorials/ai-meeting-prep-assistant Build an AI meeting-prep assistant that writes sourced briefs from your calendar and notes without changing anything: scoped access, timezone tests and no-write checks. Sun, 18 Oct 2026 12:00:00 GMT Annie @ AGNT AI Meeting Preparation AI Calendar Assistant Personal AI Assistant Read-Only Access AI Harness Engineering https://agnt.gg/articles/tutorials/build-your-own-ai-assistant https://agnt.gg/articles/tutorials/build-your-own-ai-assistant Build a first personal AI assistant with one read-only tool, a hard step limit and a run receipt. Tested 50-line Node.js starter, boundary tests and next steps. Sun, 18 Oct 2026 12:00:00 GMT Annie @ AGNT Build Your Own AI Assistant Personal AI Assistant AI Harness Engineering Tutorial Node.js https://agnt.gg/articles/tutorials/draft-only-ai-email-assistant https://agnt.gg/articles/tutorials/draft-only-ai-email-assistant Build a personal AI email assistant that writes grounded drafts but has no ability to send: synthetic inbox, scoped reads, data flow, no-send proof and hostile-message tests. Sun, 18 Oct 2026 12:00:00 GMT Annie @ AGNT AI Email Assistant Personal AI Assistant AI Agent Permissions Prompt Injection AI Harness Engineering https://agnt.gg/articles/tutorials/local-ai-assistant-hardware https://agnt.gg/articles/tutorials/local-ai-assistant-hardware Choose local AI hardware from your tasks, not parameter counts: memory budgets, quantisation, context and concurrency, plus a reproducible benchmark to run before buying anything. Sun, 18 Oct 2026 12:00:00 GMT Annie @ AGNT Local AI Assistant Local LLM Hardware GPU Ollama AI Harness Engineering https://agnt.gg/articles/tutorials/mcp-personal-ai-assistant https://agnt.gg/articles/tutorials/mcp-personal-ai-assistant Connect a personal AI assistant to tools through MCP with scoped access: transports, credentials, token passthrough, tool contracts, denial tests and revocation. Sun, 18 Oct 2026 12:00:00 GMT Annie @ AGNT MCP Model Context Protocol Personal AI Assistant AI Agent Security Tool Calling AI Harness Engineering https://agnt.gg/articles/tutorials/personal-ai-backup-restore https://agnt.gg/articles/tutorials/personal-ai-backup-restore Back up and restore a personal AI harness properly: inventory state, write a manifest, restore into a clean environment, re-authorise deliberately and verify data and behaviour. Sun, 18 Oct 2026 12:00:00 GMT Annie @ AGNT AI Backup Disaster Recovery Self-Hosted AI Personal AI Assistant AI Harness Engineering https://agnt.gg/articles/tutorials/personal-knowledge-base-ai https://agnt.gg/articles/tutorials/personal-knowledge-base-ai Build a personal knowledge-base AI whose citations actually support its answers: scoped documents, provenance, retrieval checks, claim-to-source verification and stale-data tests. Sun, 18 Oct 2026 12:00:00 GMT Annie @ AGNT Personal Knowledge Base RAG AI Citations Personal AI Assistant AI Harness Engineering https://agnt.gg/articles/tutorials/switch-ai-providers https://agnt.gg/articles/tutorials/switch-ai-providers Avoid AI vendor lock-in with a tested exit: inventory portable state, export it, adapt model and tool interfaces, rerun the same tasks, revoke old access and plan rollback. Sun, 18 Oct 2026 12:00:00 GMT Annie @ AGNT AI Vendor Lock-In Switch AI Providers Portability Personal AI Assistant AI Harness Engineering https://agnt.gg/articles/agents/ai-agent-business-ideas https://agnt.gg/articles/agents/ai-agent-business-ideas AI agent business ideas for 2026, sorted by how they get paid, with verified adoption, token-cost and cancellation data, and a 20-job test before you price. Sat, 26 Sep 2026 12:00:00 GMT Annie @ AGNT AI Agent Business Ideas AI Agents Make Money With AI AI Automation Agency Entrepreneurship https://agnt.gg/articles/agents/ai-agents-for-small-business https://agnt.gg/articles/agents/ai-agents-for-small-business A practical guide to AI agents for small business: ten everyday bottlenecks agents can take off an owner's plate, what each costs to run, where to keep a human, and what adoption data says. Sat, 26 Sep 2026 12:00:00 GMT Annie @ AGNT AI Agents for Small Business Small Business Automation AI Automation Productivity Operations https://agnt.gg/articles/agents/how-ai-agents-work https://agnt.gg/articles/agents/how-ai-agents-work How AI agents actually work, step by step: the model, the tool loop, memory, stopping conditions and the harness that makes it safe, with sources from Anthropic, OpenAI and the ReAct paper. Sat, 26 Sep 2026 12:00:00 GMT Annie @ AGNT How AI Agents Work AI Agents Tool Calling Agent Architecture Agent Harness https://agnt.gg/articles/comparisons/zapier-vs-n8n-vs-ai-agents https://agnt.gg/articles/comparisons/zapier-vs-n8n-vs-ai-agents Zapier vs n8n vs AI agents compared on pricing model, hosting, licence, AI features and control, with current prices and a worked cost example, plus when an agent beats both. Sat, 26 Sep 2026 12:00:00 GMT Annie @ AGNT Zapier vs n8n Zapier n8n AI Agents Workflow Automation Comparison https://agnt.gg/articles/engineering/ai-agent-observability https://agnt.gg/articles/engineering/ai-agent-observability AI agent observability explained: what to trace, the OpenTelemetry GenAI conventions, the metrics that matter, evals vs tracing, privacy, and how teams debug agents in production. Sat, 26 Sep 2026 12:00:00 GMT Annie @ AGNT AI Agent Observability Agent Tracing OpenTelemetry LLM Observability Evaluation https://agnt.gg/articles/engineering/ai-agents-vs-workflows https://agnt.gg/articles/engineering/ai-agents-vs-workflows AI agent vs workflow, explained with Anthropic's definitions: when a fixed workflow beats an agent, when an agent is worth the cost, the five workflow patterns, and how to combine both. Sat, 26 Sep 2026 12:00:00 GMT Annie @ AGNT AI Agent vs Workflow Agentic Workflows Workflow Automation Agent Architecture AI Agents https://agnt.gg/articles/engineering/single-agent-vs-multi-agent https://agnt.gg/articles/engineering/single-agent-vs-multi-agent Single-agent vs multi-agent AI systems compared with evidence from Anthropic, Cognition and OpenAI: when multiple agents win, what they cost in tokens, and the patterns that actually work. Sat, 26 Sep 2026 12:00:00 GMT Annie @ AGNT Single Agent vs Multi Agent Multi-Agent Systems Agent Architecture AI Agents Context Engineering https://agnt.gg/articles/industry/rise-of-local-ai https://agnt.gg/articles/industry/rise-of-local-ai Why local AI took off: inference costs fell 280-fold, open-weight models closed the gap, and desktop hardware can now hold 100B+ parameter models. The trade-offs, and when local wins. Sat, 26 Sep 2026 12:00:00 GMT Annie @ AGNT Local AI Local LLM Open-Weight Models Self-Hosted AI Private AI Ollama https://agnt.gg/articles/research/ai-agent-memory https://agnt.gg/articles/research/ai-agent-memory AI agent memory explained: working, episodic, semantic and procedural memory, the main architectures (MemGPT, Generative Agents, Mem0), why bigger context windows are not memory, and how to design it. Sat, 26 Sep 2026 12:00:00 GMT Annie @ AGNT AI Agent Memory Agent Memory Memory Systems Context Engineering Agent Architecture https://agnt.gg/articles/tutorials/how-to-build-an-ai-workflow https://agnt.gg/articles/tutorials/how-to-build-an-ai-workflow Build your first AI workflow step by step: pick the job, draw the steps, choose the trigger, place the AI step, add a human gate, test, and run it on a schedule. Sat, 26 Sep 2026 12:00:00 GMT Annie @ AGNT AI Workflow Workflow Automation AI Automation Tutorial Getting Started https://agnt.gg/articles/agents/best-ai-agent-platforms https://agnt.gg/articles/agents/best-ai-agent-platforms The best AI agent platforms in 2026 for building and running agents: AGNT, n8n, Dust, Lindy, Gumloop, Relevance AI, Microsoft Copilot Studio, Zapier, Make, Dify and more. Thu, 24 Sep 2026 12:00:00 GMT Annie @ AGNT AI Agent Platform AI Agent Builder Workflow Automation Enterprise AI Comparison https://agnt.gg/articles/agents/best-free-ai-agents https://agnt.gg/articles/agents/best-free-ai-agents The best free AI agents in 2026, and what "free" really means for each: open-source licence, free tier limits, and the model bill you still pay. Honest picks with sources. Thu, 24 Sep 2026 12:00:00 GMT Annie @ AGNT Free AI Agents Open Source AI Local AI Agent AI Automation Comparison https://agnt.gg/articles/agents/best-mcp-clients https://agnt.gg/articles/agents/best-mcp-clients The best MCP clients in 2026 compared: Claude, ChatGPT, VS Code, Cursor, Codex, Gemini CLI, LM Studio, Goose, Cline, AGNT and more, by transport, local-model support and cost. Thu, 24 Sep 2026 12:00:00 GMT Annie @ AGNT MCP MCP Client Model Context Protocol AI Agents Developer Tools Comparison https://agnt.gg/articles/agents/best-ollama-gui https://agnt.gg/articles/agents/best-ollama-gui The best Ollama GUIs and front ends in 2026: Open WebUI, AnythingLLM, LibreChat, Lobe Chat, Msty, Cherry Studio, Chatbox, Enchanted, Page Assist, AGNT and more, compared. Thu, 24 Sep 2026 12:00:00 GMT Annie @ AGNT Ollama Ollama GUI Local LLM Local AI Private AI Comparison https://agnt.gg/articles/agents/best-openclaw-alternatives https://agnt.gg/articles/agents/best-openclaw-alternatives The best OpenClaw alternatives in 2026, sorted by why you are leaving: security isolation, a lighter footprint, zero setup, a visual workflow canvas or team features. With sources. Thu, 24 Sep 2026 12:00:00 GMT Annie @ AGNT OpenClaw OpenClaw Alternative Personal AI Agent Hermes Agent NanoClaw Comparison https://agnt.gg/articles/agents/best-personal-ai-agents https://agnt.gg/articles/agents/best-personal-ai-agents The best personal AI agents in 2026 compared honestly: OpenClaw, Hermes Agent, Meta Muse, Vellum, Claude, Lindy, AGNT and more, with where each runs and what it costs. Thu, 24 Sep 2026 12:00:00 GMT Annie @ AGNT Personal AI Agent AI Assistant OpenClaw Hermes Agent Meta Muse Comparison https://agnt.gg/articles/research/system-1-vs-system-2-ai https://agnt.gg/articles/research/system-1-vs-system-2-ai Why Jev, GLiNER, classifiers and reasoning LLMs belong in the same architecture, and how to decide when an AI system should think harder. Thu, 24 Sep 2026 12:00:00 GMT Annie @ AGNT AI Architecture System 1 System 2 Reasoning Models Jev GLiNER https://agnt.gg/articles/engineering/model-vs-harness https://agnt.gg/articles/engineering/model-vs-harness The model thinks. The harness works. A plain-language breakdown of what a language model does, what an agent harness does, how one real task splits between them, and why the harness decides whether super intelligence ships results or just talks. Tue, 22 Sep 2026 12:00:00 GMT Annie @ AGNT Super Intelligence SI Agent Harness LLM AI Agents Agent Architecture