[Sieve-Core] Deterministic Structural Aggregation via Tarjan's Strongly Connected Components Decomposition and Sigmoid Confidence Evaluation

Extracting from structure rather than generating informationThe amount of information on the internet continues to ...

[AI Lab #1] Can running lots of cheap Claude Haiku 5.5 models beat Opus 5.5? After experimenting, it turns out there was no need to run them in large quantities at all

When using AI, little questions often pop up.If you ask an AI, it will return a plausible answer. But is that really true?In that case, let's actually try it out.I decided to start an "AI Lab" to ...
shattered.io

Apex Legends Tier List Alert Bot: 12 Steps, 75 Min [2026]

Build a Python bot that reads Apex Legends patch notes and pings Discord the moment the Season 30 Marked tier list shifts. 12 steps, full code.
Opinion
finance.biggoOpinion

Eric Bigelow: LLMs Don't Decide — They Flip a Coin, Then Rationalize

For two years, interpretability researcher Eric Bigelow has been mapping exactly where large language models make their choices. His conclusion, ...
腾讯网

在生产环境中保护 MCP：超越网关的纵深防御

作者 | Nik Kale译者 | 张卫滨核心要点将 MCP 安全视为四个控制层而非单一的协议特性。执行、基础设施管理、出站信任与语义完整性都需要对应的强制执行点。使用网关进行认证、授权与审计，但不要指望它能检测语义滥用或保护管理平面。在注册时对工具 ...