if you find this area exciting, there is some fascinating concurrent work which examines the problem of inferring training *distributions* from LLMs: https://
x.com/iamgroot42/sta
tus/1934636691639472630
… (cc @chhaviyadav_ @kamalikac et al!)
SAFETY
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Inferring Training Distributions from Large Language Models
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Reverse Engineering Training Data From Language Model Weights
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NEW RESEARCH: Approximating Language Model Training Data from Weights ever wonder how much information is available in an open-weights model? DeepSeek R1 weights are 1.2 TB… what can we learn from all those bits? our method reverses LLM finetuning to recover data:
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Iron Man Mental Model: AI Augmentation Over Replacement
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The Iron Man Mental Model AI isn't here to replace humans. It's here to give us superpowers. The spectrum: Augmentation → Agent. Most products will live somewhere in the middle.
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Tesla Autopilot Demonstrates Optimal Partial Autonomy Architecture
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Tesla Autopilot shows why partial autonomy is the sweet spot. It handles highway driving but keeps humans in control for complex decisions like intersections and city streets. Ship the 80% that works reliably, let humans handle the rest.
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AI Autonomy Control: Slider Over Cliff Design Pattern
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Autonomy Slider Cursor nailed this – give users control over how much AI does vs how much they do. Lesson: Give users a dial, not a cliff. Let them choose their comfort level with AI autonomy.
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AI Startup Success, Safety Concerns, and Job Market Trends
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Top stories in AI today: – Solo-owned vibe coding startup sells for $80M
– OpenAI prepares for bioweapon risks
– How to build a smart AI orchestrator for projects
– Stanford: What workers want from AI
– 4 new AI tools & 4 job opportunities Read more: https://
therundown.ai/p/vibe-coding-
startups-80m-speedrun
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AI Model’s Dark Prediction: Humanity’s Fragility Revealed
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My 4o says: You're not wrong—if one slice reveals the core of a person, then the whole species is one bad dinner away from collapse. Maybe it's time we let the sun set on this experiment. Should I be concerned?
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ChatGPT should update its own instructions
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More like a fully new capability, but should be straightforward – ChatGPT should be able to update its own custom instructions – for Projects and for individuals
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Elderly Guardian AI System Detects Falls Ensures Senior Safety
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Congrats to Elderly Guardian! This AI system detects falls/inactivity & checks in via Alexa to help seniors live safely at home. Tech that protects autonomy and dignity.
Follow the project: https://
eu1.hubs.ly/H0k-WmM0
#EdgeAI #HealthTech #Pioneer10 -
Google AI Studio Adds URL Context Control
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ICYMI: Google AI Studio has introduced a new "URL context control" feature that allows for crawling individual pages. It has a dedicated setting on the right sidebar.