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MD Security Engineering 入门

Audit the Deployed Set, Not the Lockfile

Scanning requirements.txt found nothing, because it could not even install. Scanning what the runni…

2026-07-30 VIEW()

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MD Security Engineering 中级

Nginx add_header Does Not Inherit: How /media/ Lost Every Security Header

Security headers were configured once in the server block and applied to most of the site. Adding a…

2026-07-30 VIEW()

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MD Security Engineering 中级

The Typo That Shipped DEBUG=True: Fail-Open Defaults and Env-Var Drift

A production Django site served traceback pages for months. No bad decision caused it — three envir…

2026-07-30 VIEW()

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MD Zero-Knowledge Proofs 高级

Tiered Verification and Red-Team Attacks on LLM Inference

A three-tier verification framework (SHA-256 commits → Fisher-selected proofs → full ZK) with 1000x…

2026-04-01 VIEW()

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MD Zero-Knowledge Proofs 专家

Layerwise ZK Proofs for LLM Inference: Sumcheck and Constraint Reduction

How to cryptographically prove correct LLM inference without revealing model weights. Sumcheck redu…

2026-04-01 VIEW()

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MD Machine Learning Theory 专家

FisherLD: When a Workshop-Accepted Method Turns Out to Be Provably Redundant

FisherLD proposed Fisher-guided layer-wise KD for LLM recommenders, got accepted at AAAI 2026 Works…

2026-04-01 VIEW()

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MD Information Retrieval 高级

GraphIndex: Incremental Multi-Modal KG Indexing Without LLMs

Three fused index modalities (structural, semantic, relational) with cross-modal incremental propag…

2026-04-01 VIEW()

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MD Multi-Agent Systems 高级

Interruptr: Game-Theoretic 3+1 Agent Architecture for Code Analysis

3 GPT-3.5-turbo experts + 1 free local verifier achieve better-than-GPT-4 code analysis at 22% lowe…

2026-04-01 VIEW()

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MD Recommender Systems 高级

The Recall Ceiling: Why LLM Reranking Cannot Fix Sparse Retrieval

A formal DPI-derived bound proves reranking cannot recover items absent from retrieval. Across 8 da…

2026-04-01 VIEW()