OpenAI Presence turns policies, approved actions, simulations, evaluations, escalation, and controlled updates into one operating loop. Here is what t
A practical workflow for AI agents in mathematical proofs: durable state, hostile audits, blind reconstruction, and evidence-gated knowledge.
An audit of GigaToken's 1000x claim, independent results, compatibility risks, and when CPU tokenization changes LLM throughput.
AI agent sandbox persistence varies by lifecycle action. Use this five-layer model to verify files, memory, volumes, connections, and side effects.
"把 Tokenizer 视为 checkpoint ABI，用可验证的迁移契约原地扩展预训练模型词表，并守住生成质量与真实性能。"
开放权重不是单纯公开模型，而是一套产业分发策略。本文用采用、衍生生态、部署成本、硬件覆盖和商业转化五个指标判断它是否有效。
China's open-weight strategy is a distribution system. Evaluate it through adoption, derivatives, deployment cost, hardware reach, and business conver
"A practical contract for expanding a pretrained LLM tokenizer in place while preserving token identity, model quality, and real inference performance
用内容、发现、调用与运行时四层模型，判断 SKILL.md 在 Codex、Claude Code、Gemini CLI 和 GitHub Copilot 之间到底能移植什么。
A four-layer compatibility model for moving SKILL.md workflows across Codex, Claude Code, Gemini CLI, and GitHub Copilot without confusing shared synt
