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AI & ML guides

Step-by-step how-tos, head-to-head comparisons and honest roundups — every guide worked through with current figures, then backed by a RECATOOLS calculator or AI-directory entry so you can act on it.

498 guides published 17 topic areas Latest guide Oct 2026

All 498 Developer Tools 68 AI & ML 63 Finance 52 Home & Living 46 Chinese Culture 43 Science 40

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A woman searching a wall of library card-catalogue drawers, pulling one open — a filing system is only useful when its drawers match what is being filed.

What Am I Actually Choosing Between? We Sorted 1,347 AI Tools by Shape

The usual answer is five neat categories — chat assistants, copilots, command-line agents, autonomous runtimes, model pr...

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Do You Need Fine-Tuning? Two of the Big Three Are Taking It Away

The usual case against fine-tuning is that it is expensive. That case is wrong — a small training run costs about four d...

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Using AI in Your Own Language — What the Machine Can Actually See

The same sentence costs seven tokens in English and fifteen in Malay. That gap is usually explained as a money problem;...

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SEO When the Answer Is Written for You

Here is our own referrer log. In eight weeks and 214,712 page hits, every AI assistant combined sent 59 visits — against...

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How to Choose an AI Tool Without Believing the Marketing

Five checks worth running before you adopt anything, and where each answer actually lives — because none of them are on...

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If You Put Engineers Inside Your Customers, Do You Still Have a Software Company?

The question every product leader has about forward deployment is financial, and almost nobody selling the model will an...

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What a Forward Deployed Engineer Is, and Which Numbers to Believe

Every claim about this job travels faster than its source. The famous "729% growth" is arithmetically correct and almost...

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Before You Hire Anyone to Deploy AI, Read the Report They Are Quoting

Every pitch for embedded AI engineering rests on one statistic: 95% of enterprise AI pilots fail. I downloaded the paper...

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Nobody Is Training the People This Job Actually Needs

I read the entry requirements of every Forward Deployed Engineer programme I could find, then read what Singapore's publ...

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The Best Forward Deployed Engineers May Not Be Engineers

An AI practitioner in Beijing argues that the best Forward Deployed Engineers he has worked with were not computer scien...

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Where Does My Data Actually Go?

"Do you use my data?" is two questions wearing one coat. Training asks whether your text enters a future model and is us...

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Why It Confidently Makes Things Up

We asked two AI models for five peer-reviewed studies on an obscure topic, with DOIs. One produced five — authors, journ...

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MCP, RAG, Agents, Skills: The New AI Vocabulary in Plain English

Somebody says the agent will use MCP to hit the connector, then RAG over the docs, and the skill handles the rest. Every...

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Tokens and Context Windows, Explained From Zero

You are billed in a unit nobody explained. A token is a countable stand-in for a chunk of text — the word is borrowed fr...

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What an LLM Actually Costs You

The rate per million tokens is the one number you cannot change, and the smallest part of the bill. Measured on 102 para...

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The Chapter Everyone Skips: 孫子兵法 and the AI Capital War

Business writing quotes 知彼知己 and misquotes it — the received text reads 百戰不殆, not the 百戰百勝 that Sun Tzu expl...

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Serve an LLM with vLLM on CPU in Docker: Learn the Production Engine Without a GPU (2026)

We ran vLLM v0.25.1's official CPU image in Docker on Apple Silicon, dodged a 10 GB CUDA decoy, survived three traps, an...

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Run ComfyUI on CPU in Docker: Node-Graph Image Generation Without a GPU (2026)

We pinned ComfyUI v0.28.0 in a python:3.13-slim container, hit a torchaudio ABI trap and an 8 GB OOM kill, and still ren...

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Self-Host LiteLLM with Docker: One OpenAI-Compatible Endpoint for Every Model (2026)

We ran LiteLLM v1.93.0 against a local Ollama model in Docker: pinned tags, a 4-line config, token metering, and the wro...

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How to Transcribe Speech Offline with whisper.cpp in Docker (2026)

We ran whisper.cpp v1.9.1 in Docker: an amd64-only tag trap, a SIGILL crash, a gcc fp16 build fix — then 7.3 s of speech...

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How to Run Aider With a Local Ollama Model in Docker (2026)

We ran aider v0.86.2 in Docker against a 986 MB local Qwen model. Same prompt twice: one hallucinated diff, one clean au...

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Qdrant vs Weaviate vs Milvus vs Pinecone: Vector Databases for RAG (2026)

Four vector databases compared for RAG in 2026: licenses, Docker self-host commands, embedded modes, managed pricing fro...

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Firecrawl vs Crawl4AI vs Jina Reader vs Browser Use — Getting Web Data Into Your LLM (2026)

Four open-source ways to feed web data to an LLM compared: licenses, self-host parity, pricing bases, robots.txt default...

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How to Self-Host AnythingLLM with Docker and Ollama (2026)

We self-hosted AnythingLLM 1.15.0 with Docker and Ollama, embedded a document over the API, and got cited RAG answers fr...

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