TranslatedOpen-source manuscript of 《深入理解 AI Infra:量化分析与系统设计》 (In-Depth Understanding of AI Infra: Quantitative Analysis and System Design), by 李博杰 (Li Bojie): starting from hardware constraints and model architecture, it quantitatively derives the system design of LLM inference and training. Includes the full text of the book, a PDF, and companion calculation tools and experiments
- accelerator
- ai-infra
- ai-infrastructure
- book
IoT Platform Framework
UNIGIT public brand and ecosystem hub — AI should work for everyone.
Turn any LLM into a Jev-style decision model: typed decisions, real probabilities, no training. (continue updating, welcome any issue and PR request)
- calibration
- decision-model
- jev
- jev-model
Source-available agent platform for Global × China enterprises — wire every system through one agent core. Self-hosted, any LLM.
React design system for agentic interfaces. Every free BoardUI component as source, with a working AI chat app on your own model key as the homepage.
lightweight system-level observability for AI Agents
Local gateway for Claude Code, Codex and other AI clients on macOS, Windows and Linux: switch upstreams without touching clients, keep API keys from relays, cut off malicious tool calls, trace every request.
Better judgment. Better taste. Less ceremony. System instructions and source-aware steering for GPT in Codex.
AI jailbreaks: 35 paste-ready AI jailbreak prompts for 25+ frontier and open-weight models - system prompts, AGENTS.md specs, and Ollama Modelfiles. Built for AI security research and red-team testing.
- ai
- ai-safety
- jailbreak
- jailbreaking
TranslatedAI Paper System · AI paper generation, AI paper writing, one-click paper generation, AIGC rate reduction, plagiarism similarity reduction, thesis defense PPT · OEM white-label franchise recruitment
Fast, exact inference for StartLux-Decision models on NVIDIA GPUs: the released GGUF files on int8 and 4-bit tensor cores, behind the /v1/systemone API, with up to 5.3× lower latency than vLLM in FP8 and bit-identical answers.
- calibration
- cuda
- cuda-graphs
- decision-making
DecisionPivot: a diagnostic benchmark for decision models in LLM systems. Contrast pairs that differ in one decisive detail, generators with independent solvers, scorer and runners.
- benchmark
- calibration
- decision-making
- evaluation
A Long-Horizon Benchmark for Self-Improving Inference Systems
This is a german ELMo deep contextualized word representation. It is trained on a special German Wikipedia Text Corpus.
AI-Driven Full-Text Screening and Data Extraction for Systematic Reviews and Evidence Synthesis
Minimalist command based AI plugin to interact with LLM backends like Ollama and OpenAI with a powerful template system
Catch silent failures in agent workflows by verifying real system state