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A schema-enforced large language model framework produces largely reproducible decision codes in simulated sarcoma tumor boards

Scientific Reports, Published online: 11 October 2026; doi:10.1038/s41598-026-74868-8 A schema-enforced large language model framework produces largely reproducible decision codes in simulated sarcoma tumor boards

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AI-Written Kids' Content Behind a Human Gate: Picture Books, Story Tasks and Practice Tables in Plain PHP

When you build learning content for children with an LLM, the model is the easy part. The hard parts are everything around it: who is allowed to see its output, how you catch its mistakes, and what…

  • Three new features launched on kids.findnix.eu for safe, curated learning
  • AI-written content pre-generated, reviewed by a human before publication
  • Topics include picture books, story tasks, practice tables with age-appropriate material

Too Many AI Conversations? Here’s How I Get GPT to Draft My "Handover Notes"

If you're like me, you probably do a lot of your technical brainstorming and problem-solving with AI. Feature ideation, deep technical dives, code reviews—it all tends to pile up in one long chat…

  • AI can summarize lengthy chat logs into concise handover memos
  • Treat AI output as draft, require human final review for accuracy

Your Agent Says "I Did Nothing." Does It Know Why? — Observation Mode in Sentinel

Part of the Sentinel series on building autonomous agents that are cheap, honest, and auditable. ~20 min read. Part 1 — For everyone The one-sentence problem Imagine a security guard who, at the end…

  • Observation Mode distinguishes four scenarios for AI agent's inaction
  • "Nothing needed" when file is complete and trusted
  • "I couldn't actually judge this" when agent lacks necessary info

Your AI Agent Is Not Your Employee. It Is Your Blast Radius.

On October 1, a personal finance agent sent a bank audit to the wrong Slack channel. The message landed in his company's "Exec-team" room, alongside a list of his largest monthly expenses: a barn he…

  • Financial assistant sent bank statement to wrong Slack channel
  • CEO configured agent with read-only access to personal bank account
  • Agents shared same underlying connections, not genuine architectural boundary

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