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Did AI Solve Unsolved Math Problems? 10 Critical Astra Claims
By Muhammad Ramzan Aatish Two thousand dollars. That’s the figure OpenAI attached to each of ten new results in mathematics and theoretical computer science: the token cost, at GPT-5.6 Sol API prices, of getting OpenAI Astra to produce them. A 249-page manuscript. A walkthrough of the model’s reasoning. Ten Lean 4 certificates anyone can download…
EU AI Act Article 50: Transparency Rules Explained
By Muhammad Ramzan Aatish Article 50 is the transparency chapter of Regulation (EU) 2024/1689. It doesn’t ban generative AI and it doesn’t rank systems by risk tier: when people interact with an AI system, or encounter content one made, they should know. EU AI Act Article 50 is applicable now, regardless of risk category. What…
Local AI Agent Deployment 2026: Production Guide with Ollama & CrewAI
By Muhammad Ramzan Aatish Can your team run production-grade AI agents on its own hardware, no cloud API, no per-token bill, sensitive data never leaving the building? In 2026, the practical answer is yes, for a well-defined set of workloads. Local AI agent deployment has moved past the demo stage: open-weight models now cover document…
Consensus AI Review 2026: The Honest Verdict
By Muhammad Ramzan Aatish In 2025, a McGill University science writer spent weeks trying to make an AI research tool lie, asking it to summarize studies on diseases that don’t exist, and quoting fake citations lifted from a real government scandal. Every time, Consensus answered the same way: it couldn’t find any relevant literature. (A…
c.ai Tools: The Complete Character.AI Guide for 2026
Some apps you use. Character.AI, and the wider world of c.ai tools built around it, is an app people move into. Ask anyone under 25 who has spent a Friday night arguing philosophy with a digital Socrates, rehearsing a job interview with a no-nonsense coach, or co-writing a fantasy novel one message at a time,…
Why AI Agents Fail in the Enterprise: An ROI Framework
By Muhammad Ramzan Aatish Why AI agents fail in the enterprise is, at bottom, a finance question wearing a technology costume. MIT’s NANDA program studied 300 real enterprise AI deployments and found that 95% of generative-AI pilots produced zero measurable impact on profit and loss, while the 5% that were properly integrated returned up to…
AI Agents: Complete Guide to Autonomous AI Systems in 2026
By Muhammad Ramzan Aatish Three in the morning, and somewhere a phone buzzes. The coding agent worked through the night. Three tickets closed, a pull request open, clean diffs. And one small change nobody asked for, a renamed database column, that nobody notices until standup. That’s the whole story of AI agents in 2026, in…
