TII’s Falcon-H1R 7B Outperforms 47B Models on Math Reasoning While Running on a 16GB Laptop
A 7-billion parameter model just scored 88.1% on AIME-24 math reasoning, crushing NVIDIA’s 47B Nemotron at 49.7%. The assumption that…
Inverse Scaling in Test-Time Compute: When More ML Reasoning Tokens Systematically Destroy Performance
The industry just spent billions convincing you that longer AI thinking equals better results. New research proves that’s…
The Model Size Paradox: Why Anthropic’s October 2025 Research Proves That 250 Poisoned Documents Can Backdoor Any LLM—And Scaling to GPT-5 Won’t Save You
The security assumption that justified your $50 million scaling budget was just proven false by the company building the models you’re…
The Self-Graded Test Crisis: Why AI Labs Funding Their Own Benchmarks Just Turned Model Comparisons Into Marketing Theater
The benchmark scores you’re using to select AI models are probably fabricated. Not in a legal sense—but in every way that matters to…
The Prompt Engineering Paradox: Why Reasoning Models Like o1 and DeepSeek R1 Are Making Traditional Prompt Optimization Obsolete—And What Replaces It
Your entire prompt engineering stack just became technical debt. The skills that made you invaluable six months ago are now actively…
The Cost-Performance Blind Spot: Why DeepSeek’s 95% Price Cut Proves Every AI Model Comparison Framework Is Measuring the Wrong Thing
The entire AI industry just got caught measuring the wrong thing, and almost nobody’s talking about it.
The Death of Stateless AI: Why Google’s Titans+MIRAS Architecture Just Made the ‘Context Window’ Obsolete
Google just killed the context window arms race with a 760M parameter model that outperforms GPT-4. Here’s why most AI teams are now…
The Test-Time Compute Paradox: Why Reasoning Models Like o1 and DeepSeek R1 Are Proving That More Inference Compute Can Destroy Accuracy
The entire AI industry just pivoted to “thinking longer” as the path to superintelligence—but January 2025 research reveals these…
Why Traditional AI Model Comparisons Are Now Statistically Meaningless—And What the FrontierMath Controversy Reveals About Benchmark Integrity
The entire AI benchmark system just collapsed, and the industry is pretending everything’s fine. Here’s what nobody wants you to…
Why Direct Preference Optimization (DPO) Is Quietly Killing RLHF—And What DeepSeek R1 Just Proved
The alignment technique behind ChatGPT is being replaced, and most ML teams haven’t noticed. DeepSeek R1 just dropped the receipts.