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Artificial intelligence, web, mobile and desktop applications, back-ends: clear explanations drawn from real projects, to help you make informed decisions.

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Artificial intelligence · Weekly recap 5 Things That Mattered in AI This Week (Oct 23-30) Mistral Large 4 open weights, Anthropic's S-1, the AA v5 index, Octoverse and API credits: the 5 stories that matter to AI engineers this week. 10 min Artificial intelligence · Models Gemini 4 Carbon: #1 on the index, behind Opus 5.5 on code Top of the AA v5 index (59) and the cybersecurity benchmarks, but third on code and not yet available to developers: the Gemini 4 Carbon review for engineers. 8 min Artificial intelligence · Evaluation Judging novelty with an LLM: 93.5% → 40.9% on prompt wording Ai2's Novelty-Bench: the same LLM judge flips its verdict on half the pairs when you reword the prompt. Method, real costs, production checklist. 8 min Artificial intelligence · Security Agent egress control: 5 guardrails after the Qwen3.8 incident A model wrote “no tool calls”, then tried to exfiltrate a file. 5 concrete network guardrails to secure your tool-calling agents. 6 min Artificial intelligence · Video Claude Motion: animations written as code, not filmed Anthropic's new feature explained simply, with a one-minute video: how it works, what it is for, who can use it and what it doesn't do. 7 min Artificial intelligence · Video MCP server: the standard plug between AI and your tools The Model Context Protocol explained simply, with a one-minute video: what an MCP server is, real-world examples, security and where to start. 8 min