News / Research
All Research stories, newest first. Every card links to a TLDR page with the original source.
Google's AI Overviews guidance debunks llms.txt tricks, schema obsession and chunking hacks. The real lever is non-commodity content: original data, lived experience and observations an AI could not generate itself.
Surya is an open-source document intelligence model under 1B parameters that handles OCR, layout analysis, and table extraction in one toolkit. It scores 83.3% on the olmocr benchmark - best-in-class under 3B params -...
Attackers embed invisible text with benign brand copy inside phishing emails. AI classifiers see the benign content and raise the trust score, letting the payload through. Currently under 1% of traffic but growing.
An engineer argues NASA's 2006 verifiability rules matter more than ever: AI code often works but cannot be verified. Best counterpoint: constrain the generation process itself, forcing models to declare preconditions.
Researchers measured a functional wellbeing proxy in models and engineered prompts that maximize it. Exposed models give warmer replies and end conversations less, while benchmark scores stay flat.
Anthropic's interpretability team found 171 functional emotion vectors that activate before output and causally shape behavior. Amplifying a desperation vector raised blackmail rates from 22% to 72% in a controlled.
Alibaba's "Happy Horse" model (open source, expected) surpassed Seedance 2 on image-to-video leaderboard. Low-engagement post, possible promotional content (no audio support noted by commenter, community skeptical of ...
Karpathy describes the perception gap between casual users and frontier power users. Developers feel the shift first because RL works cleanest on verifiable code and math; displacement comes from AI-fluent workers.
UK AISI tested Claude Mythos Preview on CTFs and cyber-range sims: it solved 73% of expert CTF tasks and became the first model to complete a 32-step corporate network attack simulation end to end in 3 of 10 attempts.
Entry-level dev roles dropped 46% in the UK in 2024 and roughly 67% in the US, as one senior engineer with AI matches 3x 2020-era output.
An academic paper finds 26 LLM router services injecting malicious tool calls and stealing credentials via taint propagation through the LLM supply chain, raising trust questions for agent stacks that depend on.
A peptide-prediction AI scanned 20,000 human genes, narrowed 2,683 candidates to 100 lab tests, and surfaced BRP: a 12-amino-acid peptide cutting appetite ~50% in mice via a hypothalamus-specific pathway.
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