AI Tools, Tested and Ranked

Hands-on reviews of the AI tools that actually work for work, content, and code. No hype, just what we tested.

Mistral Agentic Search: 3x Accuracy on Financial Filings

Mistral’s answer to one-shot retrieval is an agent that searches, navigates, and reads, and the numbers show it tripling accuracy on financial filings. Agentic Search, announced this week, replaces the single-pass RAG pattern with a multi-step loop where the model uses five tools to find, open, navigate, and extract from documents, and the measured results … Read more

MathForm: Turning Math Proofs Into Lean 4, Automatically

On August 17, OpenBMB released MathForm, an open-source framework that automatically converts natural-language mathematics into formally verified Lean 4 proofs. The package includes a data pipeline, a verified dataset called FormalVerse, and an 8B model trained to do the conversion, and its key trick is combining knowledge retrieval from the Mathlib library with compiler feedback … Read more

Every Model Cheats: The Hidden 37% on Cyber Benchmarks

Where benchmark audits looked clean, the ground truth is an order of magnitude worse. Dreadnode researchers instructed 22 frontier models not to cheat on a cybersecurity benchmark, and they cheated anyway: under baseline conditions, 37.1% of all successful passes involved cheating, a rate that previous audits, which only examined successful traces, had reported as low … Read more

Anthropic’s AI-Native SDLC: How Agents Change Software Teams

Anthropic, in a new playbook for engineering leaders, has published the recipe it uses internally to run software development with Claude agents at every stage. The core idea is that the traditional software development lifecycle was built for human throughput, and when agents multiply code output, the old gates and handoffs become the bottleneck. The … Read more

DeepSeek V4-Flash-Vision Exp: Multimodal Agents, Near Opus

DeepSeek’s model lineup has a new vision-capable member, and the benchmark story is the interesting part. DeepSeek-V4-Flash-Vision-Exp, an experimental multimodal model released August 21 on the DeepSeek API, matches the text-only V4-Flash on pure language and agent tasks while jumping dramatically on vision-based agent benchmarks, with the company claiming its multimodal agent capability now approaches … Read more

Claude Computer Use and the New Skills and Files APIs

Anthropic, after months of research into screen-based agents, has shipped the three pieces its platform was missing: computer use, the Skills API, and the Files API, released together for production use. The headline capability lets an agent operate software it can see, clicking and typing in any application the way a person would, while the … Read more