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Overview
Acing AI delivers curated AI education for data scientists — technical papers, hands-on tutorials, research deep-dives, and high-quality datasets.
News
Attention Mechanism Interview Questions: What Interviewers Actually Probe
A senior researcher's guide to attention mechanism interview questions: the escalation from self-attention to MLA, what each rung tests, and the traps that expose memorizers.
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Your LLM Serving Bottleneck Moved to the CPU
vLLM v0.27.0 and SGLang v0.5.17 rewrote their serving frontends in Rust. The real LLM serving bottleneck is often the CPU-bound Python frontend, not the GPU.
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Ten Proofs, Zero Sorries: What an AI Proof Certificate Actually Settles
An AI proof certificate asks you to trust nothing. Using OpenAI's Astra Lean 4 proofs, how a machine-checkable certificate settles the claim and says nothing about the model.
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Your Skill Scanner Reads the File, Not the Execution
An agent skill scanner is an eval, and its leaderboard score is pass@1 against an adversary who rewrites the input. Why the eight-scanner bypass was inevitable.
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The Harness Was the Closed Part: What an Open Agent Runtime Actually Buys You
DeepSeek Harness open-sourced the agent loop under MIT. What an open agent runtime actually makes inspectable, where it breaks, and when it beats an API.
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