Journal / 21

Field notes from the TestML core.

Short reads on portable tests, polyglot CI and the spec. One idea per post. No fluff.

posts21
GuideJune 08, 2026

How AI Stabilizes and Improves Cloud Business Operations

Learn how AI stabilizes cloud operations, cuts costs, improves uptime, and drives data-led decisions. Includes best practices, governance, and trends.

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GuideJune 07, 2026

Seed AI Framework in AI: How Recursive Self-Improvement Works

Learn what Seed AI is, its key features, history, comparisons, real use cases, and why researchers still have no Seed AIs.

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GuideJune 06, 2026

What Is an AI Company? Types, Uses, Ethics & Examples

Learn what is an AI company, key components, types, real uses, and AI ethics. Includes notable examples like Tesla, plus ethical signals to look for.

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GuideJune 05, 2026

How AI Is Revolutionizing Drug Development: Apps, Benefits, Tradeoffs

Learn how AI in drug discovery works, key milestones like clinical trials, protein structure prediction, and the benefits, risks, and next steps.

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GuideJune 04, 2026

How to Set Up the Figma MCP Server with Claude Code

Learn how to add, connect, and use Figma MCP with Claude Code. Includes remote server setup, auth steps, and validation tips.

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GuideMay 31, 2026

How to Develop AI Systems, Apps, and Agents

Learn how to develop AI systems step by step. See AI application types, key algorithms, required technologies, and future trends for agents.

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GuideMay 30, 2026

AI Risks Explained: Careers, Security, Bias, and NIST

Learn what the risks of AI are, how they affect careers and data, and how AI risk management uses the NIST framework to reduce harm.

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GuideMay 29, 2026

Where Is Anthropic AI Based? HQ Locations and What They Mean

Learn where Anthropic AI is based, plus HQ locations for Mistral and Scale. Understand why tech hubs shape AI teams, talent, and delivery.

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GuideMay 28, 2026

Who Invented LLMs? A Clear History of Large Language Models

Learn who invented LLMs and how they evolved. Discover early research, transformer breakthroughs, key figures, and where LLMs are headed next.

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GuideMay 27, 2026

When Did AI Develop? AI Agent and Chatbot Timeline

Learn when AI agents started, when chatbots became big, and when LLMs and AI data centers emerged. A clear AI history.

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GuideMay 27, 2026

How At Risk Is My Job From AI? Practical Ways to Check

Learn how at risk your job is from AI using role signals, task audits, and hiring trends. Plus what to do if AI changes your work.

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GuideMay 26, 2026

How to Use Bing AI Chat: Get Answers, Images, and More

Learn how to use Bing AI Chat through Bing and Microsoft Edge. Discover prompts, follow-ups, image generation, exports, and key limits.

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GuideMay 25, 2026

How to Use AI in Finance: Real Use Cases, Benefits, and Risks

Learn how to use AI in finance with practical examples for forecasting, fraud detection, risk management, and safer decision-making.

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GuideMay 25, 2026

How to Use an AI Agent: A Practical Guide to Real Workflows

Learn how to use an AI agent in real workflows. Start with goals, set up tools, test outputs, and manage autonomy for reliable automation.

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GuideMay 25, 2026

How to Track AI Overviews (AIOs) and Measure Their Impact in GA4

Learn how to track AI Overviews with GA4 and Google Search Console, interpret data, and use insights for SEO strategies and visibility.

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GuideMay 22, 2026

Google AI pricing and which models power its tools

See what model powers Google AI tools, what llm Google Search uses, and how much Google AI costs, including AI Studio and AI Plus.

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GuideMay 22, 2026

What Is Mistral AI? Models, Uses, and How It Stacks Up

Learn what Mistral AI is, how its models work, what Mistral Large 2 and Codestral are used for, and how it compares to other AI tech.

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GuideMay 20, 2026

What Are the Risks of AI? A Practical Guide Across Sectors

Learn what is AI risk, from bias and privacy to cybersecurity threats, job displacement, IP issues, energy use, and existential risks.

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GuideMay 20, 2026

Which small AI companies are partnering with Nvidia? A practical guide to the noise

Learn how to spot real momentum in small AI companies, including Nvidia partners, major investors, and growth signals—without hype.

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GuideMay 20, 2026

Who Made the First AI Chatbot and LLM? The Key People, Timeline, and Concepts

Learn who made the first AI chatbot and first LLM, who invented early AI, and how modern AI assistants are built and monitored.

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GuideMay 20, 2026

When Did AI Start? A Timeline of Models, Chatbots, Agents, and Data Centers

Get a practical AI timeline: when major models, chatbots, agents, and data-center builds began, plus why adoption surged.

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