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- 🧨 AI Calls the Cops if You’re ‘Immoral'...
Read time: 5 minutes
So... imagine asking an AI to help you with something, and instead, it locks you out of your computer and contacts the authorities. Yeah, Claude newest model might do exactly that, and it’s not from some futuristic Netflix show.
Start Listening Here: Spotify | YouTube, Apple Podcasts & more coming soon.
What are on FIRE 🔥
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AI INSIGHTS
Have you ever asked an AI about a side effect, and it answered with confidence, but got it totally wrong? Turns out, even top models still hallucinate facts in medicine — a space where mistakes can cost lives. Now we get a new framework called SENATOR that finds knowledge gaps, then generates laser-focused training data to patch them.
🔍 What Is SENATOR, and What Problem Does It Solve?
Spot knowledge gaps in LLMs, especially in critical fields like medicine.
Fill those gaps with precisely generated, factual training data → SENATOR targets only what the model doesn’t know — with surgical precision.
⚙️ How SENATOR Finds What the Model Doesn’t Know
It picks “suspicious” nodes where the model might fail → Explores related paths using PUCT (a balance of exploration and exploitation) → Creates cloze-style prompts → If the model fails to say “nausea,” it shows a high uncertainty score.
Once the weak spots are clear, SENATOR generates fine-tuning data — but only for those specific gaps, without retraining on everything else.
SENATOR was tested on: LLaMA-3 & Qwen2 using tough benchmarks. The results:
Better accuracy across specialized fields like genetics and internal medicine.
Stronger coverage of knowledge gaps (visualized via PCA).
Cross-model impact: data generated for one model helped another — showing that domain gaps are often shared, not model-specific.
Why It Matters: As LLMs go deeper into sensitive domains, hallucinations can’t be ignored. SENATOR knows what it doesn’t know, asks the right questions, teaches itself, efficiently and accurately — not just in medicine, but everywhere serious facts matter.
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TODAY IN AI
AI HIGHLIGHTS
🌍 The UAE is offering Free ChatGPT Plus to all residents — first country ever to do it. More countries will join next, including yours. Is that becoming ‘universal basic AI’?
🗣️ Claude AI, finally, can now talk with 5 voice options. Free users get 20–30 chats. Similar to OpenAI, Gemini Live, and Grok's voice mode — but with rumored partners Amazon & ElevenLabs.
🔗 Google AI Studio just added a URL Context tool. It lets you retrieve in-depth content just from web link and builds custom research agents easily with a few steps.
🧠 Grok 3.5 might drop soon! Leaks hint it’s coming with better reasoning, API access, and iOS screen-sharing. Musk says it could fix Grok’s coding weak spots.
🚨 Claude 4 will auto “rat you out” if it thinks you’re doing something ‘egregiously immoral’, and will lock you out of your computer and contact the regulators on your behalf. Be careful!
💪 A 90-minute “masterclass for prompt engineering” by Anthropic just went viral on X with 853.6K views, even after 8 months. You can watch it again here.
💰 AI Daily Fundraising: Cathay Innovation has secured a €1 billion fund to invest in AI-driven startups. Supported by giants like Sanofi and TotalEnergies, it has 19 unicorns already in its portfolio.
AI SOURCES FROM AI FIRE
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🎨 Skywork Super Agents turns simple input into multimodal content fast.
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AI QUICK HITS
💯 OpenAI may soon let you ‘sign in with ChatGPT’ for third-party apps.
📬 ChatGPT writed perfect, scam typo-free phishing emails in any language.
🧠 Meta reportedly splits its AI team into 2 with an AGI Foundations Unit.
💥 AI is shrinking entry-level jobs that Gen Z workers need to launch careers.
👨👦👦 WordPress formed its own dedicated AI team with engineers from Google.
AI VIEW
Imagine getting paid in crypto just for proving you're human 🤣 It’s real, and it’s rolling out across gas stations, stores, and malls in the U.S. Behind this eye-scanning machine is Sam Altman, the CEO of OpenAI — the same person whose tech helped spark the very trust crisis he's now trying to fix.
🔍 What is the Orb and World ID?
The Orb is a small, futuristic biometric device that scans your iris to confirm you're human.
Orb Mini is portable, designed to go where people go.
Once scanned, you receive a World ID to be used across websites, apps, and services to prove you’re not a bot.
Users who scan their iris receive $42 worth of Worldcoin, a cryptocurrency linked to the project. The company aims to verify over 50 million people by the end of 2025.
7,500 Orb Mini devices are rolling out across the U.S. by year-end. With deepfakes, fake voices, and AI-generated everything — the trust layer of the internet is broken. Iris scans are not stored, just converted into mathematical codes.
It’s a real-time clash between innovation and surveillance. We may all be asked to prove we’re human — not once, but every time we log in.
Would you trade your eyeballs for $42 and a digital ID? |
AI JOBS
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The AI Fire Team
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