#token probability
729 related articles
Tutorials·4 min
Coze AI Agent Tutorial: A Complete Guide to Building AI Agents from Scratch
Complete guide to building AI agents on Coze from scratch, covering LLM configuration, prompt writing, plugin integration, knowledge base setup, and memory systems.
Read more →
Deep Dives·4 min
AI Guardrails Index: A Comprehensive Guide to the Most Complete LLM Safety Evaluation Framework
Deep dive into the AI Guardrails Index: the most comprehensive LLM safety evaluation framework covering PII protection, jailbreak defense, harmful content filtering, and its open-source design.
Read more →
Tutorials·4 min
Dify AI Agent Tutorial: Build Tool-Calling & Smart Search with Zero Code
Learn how to build an AI Agent on Dify with zero code, covering Function Call vs ReAct modes, Exa search tool setup, time-awareness solutions, and Agent best practices.
Read more →
Tech Frontiers·2 min
Kimi K2 Official Verification Tool K2-Vendor-Verifier: One-Click API Vendor Model Accuracy Detection
Moonshot AI open-sources K2-Vendor-Verifier to verify third-party Kimi K2 API vendor inference accuracy. Learn how this tool helps developers detect over-quantization, model substitution, and other API market risks.
Read more →
Deep Dives·3 min
Why Is AI Agent Testing So Hard? How Simulation Testing Cracks the Infinite Input Space Problem
AI Agents face infinite input spaces and non-deterministic outputs. Learn how simulation testing systematically validates Agent reliability through scenario generation, environment simulation, and behavior evaluation.
Read more →
Tech Frontiers·3 min
Simulation Reshaping AI Testing: A New Paradigm for Systematically Validating AI Application Reliability
Explore how simulation solves AI testing challenges, covering scenario simulation, large-scale regression testing, and multi-agent verification to build reliable AI systems.
Read more →
Tutorials·3 min
The Complete Guide to MLflow: An Open-Source AI Engineering Platform from Experiment Tracking to LLM Deployment
A deep dive into the MLflow open-source AI engineering platform, covering experiment tracking, LLM evaluation, model deployment, and monitoring to help teams efficiently manage the ML lifecycle.
Read more →
Product Reviews·3 min
Dash Open-Source Data Agent: 6-Layer Context Anchoring + Self-Learning That Gets Smarter with Use
Deep dive into Dash by agno-agi: a self-learning data agent built on systems engineering principles, featuring 6-layer context anchoring and query-driven continuous evolution.
Read more →
Tutorials·3 min
DeepSeek API Integration Guide: Deep Dive into a 37K-Star GitHub Open Source Project
Deep analysis of the 37K-star awesome-deepseek-integration GitHub project, covering DeepSeek API integration with VS Code, Obsidian, LangChain, and more mainstream tools.
Read more →
Deep Dives·3 min
LangChain4j Explained: The Go-To Framework for Java Developers Building LLM Applications
A deep dive into LangChain4j's core features including unified API abstraction, RAG, Agent tool calling, and Spring Boot integration for building enterprise AI apps in Java.
Read more →
Tech Frontiers·3 min
Programmer Yupi Open-Sources yupi-skill: Distilling Personal Experience into an AI Agent Skill Package
Programmer Yupi open-sources yupi-skill on GitHub, distilling coding experience into an Agent Skill package for Claude Code, Cursor, and other AI tools.
Read more →
Product Reviews·2 min
Chatbox: A Detailed Look at the Open-Source Multi-Model AI Desktop Client
Chatbox is an open-source AI client with nearly 40K GitHub Stars, supporting ChatGPT, Claude, Gemini and local models with cross-platform desktop apps, local data storage, and Prompt management.
Read more →
Product Reviews·2 min
9router: An Open-Source Routing Solution for Free Unlimited AI Coding Model Access
9router is an open-source AI model routing tool aggregating 40+ free providers, supporting Claude Code, Cursor, Copilot and more with auto-failover and token compression for free unlimited AI model access.
Read more →
Product Reviews·4 min
Chatbox Open-Source AI Client: A Deep Dive into the 40K-Star Cross-Platform AI Chat Tool
Deep dive into Chatbox, an open-source AI client with 40K GitHub Stars. Supports GPT-4, Claude, Gemini via direct API, covers all platforms, and stores data locally for privacy.
Read more →
Tutorials·4 min
A Beginner's Guide to Hugging Face Transformers: Deep Dive into the 160K-Star Open Source AI Framework
Deep dive into the Hugging Face Transformers framework: core features, multimodal support, Pipeline & Trainer APIs, ecosystem integration, and how this 160K-Star library powers modern AI development.
Read more →
Product Reviews·3 min
Chatbox Open-Source AI Client: A Complete Review of This Cross-Platform Desktop Tool with Multi-Model Support
In-depth review of Chatbox, an open-source AI client supporting GPT-4, Claude, Gemini and more. Covers core features, technical architecture, use cases, and comparisons with similar tools.
Read more →
Product Reviews·4 min
Hugging Face Transformers: The Technical Architecture & Practical Guide Behind 160K Stars
Deep dive into Hugging Face Transformers: core architecture, Pipeline API, model fine-tuning, and multimodal support. A practical guide to the 160K-star AI framework.
Read more →
Product Reviews·3 min
Zerobox: A Lightweight Process Sandbox Derived from OpenAI Codex for Secure AI Code Execution
Zerobox is an open-source process isolation tool based on OpenAI Codex's runtime sandbox, written in Rust, with file system, network, and credential security controls for safe AI code execution.
Read more →
Product Reviews·5 min
Deep Dive into RuoYi-Vue-Pro: The 37K Star Enterprise-Grade Java Rapid Development Platform
Deep dive into RuoYi-Vue-Pro: a 37K Star enterprise Java platform with Spring Boot, MyBatis Plus, Vue, SaaS multi-tenancy, Flowable workflows, CRM/ERP modules, AI and IoT integration.
Read more →
Tutorials·5 min
Google Open-Sources Full-Stack AI Agent Tutorial: Gemini 2.5 + LangGraph Deep Dive
Google open-sources gemini-fullstack-langgraph-quickstart with 18,000+ Stars. Deep dive into the technical architecture, state machine design patterns, and tool-calling mechanisms of building full-stack AI Agents with Gemini 2.5 and LangGraph.
Read more →