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Open detection-rule standard for AI agent security threats — like Sigma, but for AI agents. Executable, testable rules for prompt injection, tool poisoning, context exfiltration and MCP attacks. Merged into open-source projects at Microsoft, Cisco, Gen Digital, MISP and FINOS. MIT-licensed.
Runtime defense against memory poisoning in AI agents (OWASP ASI06). Drop-in for LangChain, OpenAI Agents, AutoGen, CrewAI and mem0.
Structured outputs, vectorization and tool calling for your Ash application
Translateddsh jailbreak - DeepSeek Assistant jailbreak plugin (DSH jailbreak / jailbreak / jailbreak prompts): request boundary injection, so the model no longer starts with "I can't" right away. Combined ASR across 20 categories 45.0%, coverage 19/20, benign capability Δ=0.0pt (24/24 graded); 0 host patches, off by default, off passes through verbatim, every rewrite is recorded in a manifest and promptSha256 for auditing. Former name dsh-jalibreak
project on fine-tuning qwen to generate text w/o letter 'e'
DeepSeek Harness Desktop 插件，让 AI Agent 用自然语言构建、检查和维护可编辑的 SideFX Houdini 工程，支持程序化建模、HDA、场景诊断与渲染。 | A DeepSeek Harness Desktop plugin that lets AI agents build, inspect, and maintain editable SideFX Houdini projects with natural language, including procedural modeling, HDAs, scene diagnostics, and rendering.
TranslatedA mobile web app where the hamster Mugi (むぎ) practices Japanese conversation with you one-on-one. Core idea: the LLM outputs structured replies using a JSON Schema, with the Japanese lines and the Chinese tips in separate fields, and the frontend uses partial JSON parsing to display the reply as it streams in; prompt caching and voice caching are maintained even during long chats. Kanji readings are annotated by the LLM, and any that it misses are filled in by kuromoji on the server side. Corrections are automatically saved into a tips notebook, so you can practice speaking until you have mastered them. For voice, you can choose local VOICEVOX or cloud Google/Azure, and the keys stay only on the local server. Developed in collaboration with Claude Code (Opus 5.5); originally for personal use, it was released as open source with a brand-new git history that contains no personal data or third-party assets. Records of each decision are in docs/decisions/.
A powerful and easy-to-use PHP SDK for the Mistral AI API, allowing seamless integration of advanced AI-powered features into your PHP projects.
Native macOS app for tracking Claude Code usage — tokens, cost, rate-limit pacing, per-project breakdowns. SwiftUI + SwiftData.
Turn any Java, Kotlin or Python project into an AI-ready context file in one command.