Analysis
News, reviews and head-to-head comparisons of AI tools and models.
AI for Security & Compliance ·
Guardrails for AI apps and agents: what they catch, what they cost, and what matters more
Safety models you host, cloud screening APIs and guardrail frameworks catch different things at very different prices. How they fit with red-teaming and supply-chain scans, what a check in the request path costs, and why tool permissions matter more than any filter.
Coding ·
Testing AI apps, and letting AI test yours: the layers, the tools and what they cost
Evals, simulated conversations and red-team scans for AI features; recorded traffic, visual replay and browser agents for ordinary software. Which of 16 reviewed tools fits which job, what each costs, and how each can give you a green build that means nothing.
Agent Frameworks & Automation ·
10 lesser-known MCP projects worth a look
Memory for coding agents, a phone to test on, a map of your codebase, up-to-date dependency APIs, a local sound studio and a ruler for construction drawings: ten newer MCP projects and what each asks you to trust.
Open source ·
Running giant AI models on an ordinary PC: Colibri, Strata, AirLLM and FreeToken compared
Four open-source engines run models with hundreds of billions of parameters on desktop hardware. What each moves between SSD, RAM and GPU decides whether you wait a second or a quarter of a minute per word.
Agent Frameworks & Automation ·
10 things you can actually do with MCP servers at work
Ask your database how it fits together, turn Figma frames into code, search Slack for old decisions, debug a failed deploy: ten everyday jobs, the hosted MCP server for each, and the permissions each one asks for.
Open source ·
RAG chunking strategies compared: why your retriever finds half the answer
October's chunking papers, and a reproducible test of five chunkers, show that structure-aware chunks win when context is tight, partial recall hides failures, and a provably optimal chunker can come last.
AI This Week ·
AI this week: chatbots that tell, GIFs from doodles, gentler cancer care
A viral test shows your chatbot will repeat your secrets to the next person who asks, ChatGPT turns sketches into GIFs, JetBrains rebuilds its terminal for coding agents, and an AI that may let some children with brain tumours have less radiation.
Coding ·
Cursor, Copilot, Claude Code or Cline? AI code editors and coding agents compared, November 2026
Cursor, Devin (the old Windsurf), Zed, Kiro, Copilot, Cline, Kilo Code, Claude Code, Codex, OpenCode and more, judged from our reviews: what each costs, who owns it now, and which one fits your situation.
Open Source Gems ·
AI hardware in November 2026, from desk to data centre
DGX Spark, HP ZGX Fury, DGX Station, GB300 and Vera Rubin, sized by the one number that decides which models you can run: memory. Plus what each costs to buy or rent now that memory prices have climbed.
Agent Frameworks & Automation ·
New this week: the plumbing that keeps AI agents in their lane
Sandboxes, a machine-first browser, worktrees, a skill scanner, a careful Postgres server, tracing and typed outputs: eight tools we reviewed on 31 October and 1 November, with what each does, its rating and its main catch.
Coding ·
Gemini 4 Carbon tops the leaderboard. You can't use it yet
Google's new model leads Artificial Analysis's index by one point, but only vetted security teams can use it. How it compares with Opus 5.5, GPT-6 Astra and Argon on price, speed, accuracy and coding.
Open Source Gems ·
The “Open” wave: open-source rivals to Semrush, Composio, Claude Design and more, rated
OpenSEO, OpenClaw, OpenWorker, OpenWiki, OpenMontage and a dozen more open-source projects have gathered tens of thousands of GitHub stars each in 2026. We rated seventeen of them and explain which are worth running and which are only a demo.
Agent Frameworks & Automation ·
MCP servers that drive real software: phones, PCBs, maps, music and laser cutters
Most MCP servers fetch text. A newer group lets an agent operate the desktop programs people do real work in: KiCad, QGIS, Ableton Live, OBS, TradingView, a document archive, even the telephone. Here is what each one can touch, and where each one bites.
Open source ·
PyTorch won research. Where TensorFlow and MLX still fit
If you are picking a machine-learning framework in 2026, the honest default is PyTorch. But TensorFlow and MLX each own a corner it does not, and for most people on this site the right answer is none of them.
AI agents ·
Driving your coding agents from a phone: the control surfaces compared
You already pay for Claude Code, Codex or Cursor. A new layer of open tools does not add a model; it adds a better way to run, watch and parallelise the agents you have, from a terminal, a board or a phone.
Coding ·
Three ways to brief a coding agent: spec, product model or fresh-eyes review
The agent is rarely the problem; the brief is. Three schools have formed around how to tell a coding agent what to build, and they disagree about what to write down and when.
Agent Frameworks & Automation ·
Always-on AI agents compared: OpenAI dots, Claude Duet, Meta Muse and Grok Bot
Four agents that work on their own cloud computer while you are away. What each costs, what it can touch, how it asks permission, and the biggest risk with each.
Open Source Gems ·
OCR in Rust: ten open-source engines compared, and which to use for what
Rust OCR now ranges from tiny pure-Rust readers to CPU ports of 3B vision models. Ten projects grouped by what they actually do, with the single-maintainer ones flagged.
Agent Frameworks & Automation ·
Securing your coding agent: the five layers, and which tools actually block anything
Most AI agent security tools only advise. How to stack a sandbox, a command guard, review skills, install scanners and a CI gate, with 11 tools rated.
AI This Week ·
AI this week: invented answers, AI doctors, a free AI school
Why your chatbot makes things up on purpose, Microsoft's AI diagnosis panel in Science, and OpenAI's free courses with badges.
Agent Frameworks & Automation ·
State of MCP servers, Q4 2026: mostly hosted, mostly one-off
We counted 7,367 servers in the official MCP registry and read our 78 reviews for patterns. Most listings are hosted endpoints from one-server publishers, and the risks sit in defaults.
Coding ·
Superpowers, Agent Skills, Pocock or ECC? Choosing a discipline for Claude Code
Four skill packs promise to make coding agents plan, test and review before they ship. They disagree on who should be in charge. Our verdict on each, and how to choose.
Agent Frameworks & Automation ·
Decision models, explained: Jev, Laya and the rise of System One AI
Decision models return a typed choice, score or yes/no with probabilities instead of text. What they are, where they fit in an agent, the main options and their licences, and why the benchmarks deserve suspicion.
Coding ·
Better context, not more: pointing a coding agent at the right code
Dumping a repository into a prompt stops working as codebases grow. Packers, maps, semantic search and code graphs each solve part of the problem. Which to use, and when.
Agent Frameworks & Automation ·
Beyond GitHub and Playwright: 18 MCP servers that earn their place
The interesting MCP servers connect agents to code graphs, databases, inboxes, homes and disassemblers. Each comes with a catch; here is what it is.
Open Source Gems ·
The open-model shortlist, audited
Ten open-weight models keep appearing on recommended lists. We checked each against its model card. Several have been retired or overtaken.
Productivity ·
Google Gemini vs ChatGPT: the free plans compared in March 2026
As of March 2026, free Gemini was better at acting on your Google apps and Android phone, and free ChatGPT was better at reasoning, writing and code.
Video Generation & Editing ·
Sora review (2025): OpenAI's text-to-video model
Sora turned a written prompt into up to a minute of coherent video, ahead of rivals on length but still prone to artefacts, with watermarks that were helpful rather than foolproof.
Automation ·
MySignature review: branded email signatures with an AI design button
MySignature builds HTML email signatures without code and adds click tracking, though most of the useful parts sit behind a plan of about $4 a month.
Productivity ·
MarketMuse review: content planning and briefs for SEO teams
MarketMuse finds topic gaps and writes detailed content briefs, but at $99 to $499 a month, with a steep learning curve, it suits agencies more than small sites.
Video Generation & Editing ·
Lumen5 review: turning blog posts into videos
Lumen5 turns a blog post into a stock-footage video in minutes, but the free plan is watermarked and 1080p starts at $79 a month.
Image & Art Generation ·
Bigjpg review: an AI image upscaler best suited to anime and illustration
Bigjpg enlarges images up to 16x with a neural network and does its best work on line art and anime, though the free tier is tight.
Image & Art Generation ·
Bing Image Creator review: Microsoft's free text-to-image tool
Bing Image Creator, as it was in August 2025, was a free DALL·E 3 image generator built into Bing and Edge: easy to use, quick, and tightly filtered.
Coding ·
SurrealDB review and install guide: one database for AI and agent apps
SurrealDB keeps documents, graphs, relational tables and vectors in one open-source database that runs locally, which makes it a practical memory store for local LLM projects.
Coding ·
GPT-5 review: coding, tool use and reasoning tests
GPT-5 scored 74.9% on SWE-Bench and handled multi-step tool use well, but the code it wrote still needed a developer to finish it.
Content Generation ·
Kitten TTS review and installation guide: a 23MB text-to-speech model
Kitten TTS fits a usable English voice into 23MB and runs on a CPU, though its preview audio turns grainy on longer sentences.
Nocode ·
UIGEN-X-32B-0727 review: a local model that turns a prompt into a website
UIGEN-X-32B plans a layout before writing front-end code and handles React, Next.js and Tailwind well, but it needs a 48GB GPU and its mobile previews are unreliable.
Image & Art Generation ·
Qwen-Image vs Crea (Flux1 Dev): two open image models compared
Crea is faster, lighter and more photographic, while Qwen-Image follows detailed prompts better, renders Chinese text and has the more permissive licence.
Agent Frameworks & Automation ·
OpenGPT-OSS 20B: review and how to run it locally with Ollama
OpenAI's open-weight 20B model runs on a single 16GB GPU through Ollama, reasons and codes well, and is weaker at languages other than the major ones.
Video Generation & Editing ·
Hunyuan-0.5B-Instruct review: Tencent's smallest model, and how to run it locally
Tencent's 500-million-parameter Hunyuan model runs in about 1GB of memory and handles basic reasoning and code, but its guardrails are loose and its non-English output is weak.
Content Generation ·
Higgsfield AI review: AI video with film-style camera moves
Higgsfield AI turns an image or a prompt into a short video with film-style camera moves, on credit-based plans from $5.99 a month.
Coding ·
Bolt.new, Cursor, Qodo and Tabnine: four AI coding tools compared
Bolt.new is the quickest way to a prototype, Cursor suits developers who live in their editor, and Qodo and Tabnine are built for teams with review and security needs.
Automation ·
Amazon Nova Act review: a research-preview SDK for agents that use a web browser
Amazon Nova Act, as it stood in its 2025 research preview, was a model and Python SDK for building agents that click, type and fill in forms on websites.
Content Generation ·
AI music generators: how they work, what they cost and where they fall short
How tools such as AIVA, SOUNDRAW, Udio and Beatoven.ai turn a text prompt or a chosen style into a finished track, with their mid-2025 prices and limits.
Content Generation ·
ByteDance XVerse: an open-source model for controlling several subjects in one AI image
XVerse, an open-source research model ByteDance released in June 2025, lets you set the identity, pose, style and lighting of each person or object in a generated image separately.
Content Generation ·
Google Veo 3 review: short AI video clips with sound
Google's Veo 3 makes short 4K clips with matching sound, but at launch it was US-only and tied to a $249.99-a-month plan.
Education ·
LearnWorlds AI review: course drafting, quizzes and AI grading
LearnWorlds AI drafts courses, writes quizzes and grades exams, which saves course teams real time, but its best features sit on the premium plans.
Content Generation ·
Visme AI review: prompt-to-design for non-designers, with export limits
Visme AI turns a prompt into a presentation, social post or infographic with your brand applied, but it costs more than Canva and exports presentations as uneditable images.
Automation ·
Flowise review: an open-source visual builder for AI agents and chatbots
Flowise, as reviewed in May 2025, was an open-source drag-and-drop builder for chatbots and agents that was quick for prototypes but light on enterprise features.
Coding ·
CodeSnippets.ai review: a code snippet manager with AI models built in
CodeSnippets.ai stores, shares and generates code snippets through a web app, desktop apps and a VS Code extension, with 2025 plans running from free to $30 a month.