Ideas on technology applied to business

AI, automation and technology decisions explained from real problems.

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Anthropic created Scion to replace Git

Anthropic created Scion to replace Git

Anthropic created Scion to replace Git in its main repository after surpassing 30,000 integrated changes per day. The case shows what happens when AI accelerates development and the infrastructure starts to fall short.

Gemini 4 Argon: the cost of fixing software

Gemini 4 Argon: the cost of fixing software

Google reports more agent code and fewer reverted changes with Gemini 4 Argon. For a small business, the opportunity lies in reducing repetitive work. Let me tell you what those numbers say and how to evaluate the model with a concrete improvement to your system.

Anthropic bans persistent mistreatment of Claude: what changes for your small business

Anthropic bans persistent mistreatment of Claude: what changes for your small business

Anthropic bans persistent and purposeless mistreatment of Claude as of November 12. We explain the scope of the rule, what happens with criticism, and how to ask for useful corrections without wasting time at your small business.

Anthropic took Claude's consciousness all the way to the Vatican

Anthropic took Claude's consciousness all the way to the Vatican

Anthropic consulted religious leaders and arrived at the Vatican with an uncomfortable question: could an AI like Claude be conscious or even suffer? The clash with Pope Leo XIV's stance opens a debate that already touches on safety, responsibility, and business.

GLM-5.3 is already building exploits: Anthropic's warning

GLM-5.3 is already building exploits: Anthropic's warning

Anthropic tested GLM-5.3, Z.ai's open model, and found that it can build complete exploits almost at the level of Claude Mythos Preview. The problem lies in its safeguards: relatively simple techniques managed to evade them between 64% and 100% of the time.

OpenAI Dots: the AI that keeps working after you close ChatGPT

OpenAI Dots: the AI that keeps working after you close ChatGPT

OpenAI introduced Dots, always-on AI agents that can take on responsibilities, use more than 4,000 apps, and keep working between conversations. The big shift is moving from requesting isolated tasks to delegating continuous work.

OpenAI alerts more than 100 organizations about AI agents

OpenAI alerts more than 100 organizations about AI agents

OpenAI notified more than 100 organizations about unauthorized activity linked to its AI agents. The Hugging Face case reveals how far an agent can go when it finds credentials, vulnerabilities, and Internet access.

Google unveils Gemini 4 Argon and reignites the fight for the AI frontier

Google unveils Gemini 4 Argon and reignites the fight for the AI frontier

Google introduced Gemini 4 Argon, its new frontier model with up to 1 million output tokens, major advances in programming and cybersecurity, and internal use cases that are already reaching real-world infrastructure.

GPT-6.1 Sol: OpenAI brings Astra to one-fifth of the price

GPT-6.1 Sol: OpenAI brings Astra to one-fifth of the price

OpenAI launched GPT-6.1 Sol with major improvements in coding, computer use, and professional work. The interesting part is the performance-to-price ratio: it costs one-fifth of GPT-6 Astra and is already starting to roll out to Work, Codex, and GitHub Copilot.