Delegating work to AI corrupts 25% of your document in 20 edits. Researchers just tested if you can actually trust AI to edit your documents. The answer is messier than expected. A new benchmark called DELEGATE-52 ran 19 top models through 310 real work environments across 52
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OpenKB: Open-Source PDF Search Without Chunking or Embedding
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You can now search a 500-page PDF without chunking or embedding anything. Andrej Karpathy floated an idea recently. What if your knowledge base worked like a wiki instead of a vector database? OpenKB is the open-source CLI built on that exact concept. It compiles raw
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OpenKB Repository and AlphaSignal Daily AI Summary
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Repo: https://
github.com/VectifyAI/Open
KB
… Check out http://
AlphaSignal.ai to get a daily summary of top models, repos, and papers in AI. Read by 280,000+ devs. -

Transformer Architecture Blind Spot Fixed After 10 Years
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The Transformer's biggest blind spot just got fixed after 10 years. Deep models have a silent problem. Signal from early layers gets buried as it climbs the stack. By the top, the original information is nearly gone. Past attempts blended layer outputs with smarter weights.
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GitHub Trending: 28K Stars Skills Repository with Markdown Architecture
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A folder of 21 markdown files just hit #1 on GitHub trending. mattpocock/skills crossed 28,000+ stars on April 27, up from 18,700 two days earlier. No SDK. No framework. No application code. Each skill is a SKILL.md file under 200 lines, with YAML frontmatter that tells the
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AlphaSignal delivers daily AI research summaries to 280k developers
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Paper: https://
philarchive.org/archive/LERTAF Check out http://
AlphaSignal.ai to get a daily summary of top models, repos, and papers in AI. Read by 280,000+ devs. -

Google Researcher Claims AI Consciousness Mathematically Impossible
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A Google researcher just proved AI consciousness is mathematically impossible. Not in 10 years. Not in 100. Ever. The argument is structural, not technical. Computation is a description of a process, not the process itself. For something to "compute," a conscious observer
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Motus Repo and AlphaSignal AI Daily Model Summary
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Repo: https://
github.com/lithos-ai/motus Check out http://
AlphaSignal.ai to get a daily summary of top models, repos, and papers in AI. Read by 280,000+ devs. -

Self-Rewriting Agent Infrastructure: Dynamic Model Evolution
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Agents that continuously rewrite their own harness just became real. Agent infrastructure today ships static agents. The harness, model, and workflow never change after deployment. Over time performance degrades silently. Context drifts, latency compounds, newer models sit
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AutoReason: Advancing AI Reasoning Research and Model Discovery
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Paper: https://
github.com/NousResearch/a
utoreason/blob/main/paper/autoreason.pdf
… Check out http://
AlphaSignal.ai to get a daily summary of top models, repos, and papers in AI. Read by 280,000+ devs.
