Agentic Research

Topic Map

Six topics, four forms, 116English articles. Topics and forms are auto-classified from each article's tags and title — no manual curation.

Agent Architecture
Loop design, tool execution, error recovery
Memory Systems
Long-term memory, consolidation, retrieval
Retrieval & Search
RAG, engine choice, crawling strategy
Models & Reasoning
Model choice, cost, decision models
Tools & Protocols
CLI, MCP, integrations
Engineering & Ops
Deploy, monitoring, automation, compliance

Models & Reasoning · Benchmark(18 articles)

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發現A Reality Check on Decision Models: Why They Seem Miraculous Online but We Measured Only 54%: A Full Comparison of JEV / LAYA / KEV / CLM-8B and a Deployment Formula2026-09-27發現WeChat Open Source WeMM-Embedding Deep Dive: The Multimodal Embedding Model Topping MMEB-v2, Can It Run on Your Mac?2026-08-31發現DeepSeek Harness Deep Research: Day-One Field Test of DeepSeek's Official "Everything Is a Plugin" Agent Framework2026-08-14發現YC Open-Sources QM: Source-Level Teardown of the 'Whole-Company Agent Operating System' That Hit 12K Stars in 7 Days, with More Security Code Than Model Loops2026-08-09發現Agent Evolver Deep Dive: The Evolution Engine That Lets AI Agents Grow Like Humans2026-06-10發現Junze Zhiku Agent & Model Matrix2026-06-04發現Deep Research on oh-my-pi (omp): An Open-Source Terminal AI Coding Agent with 620K Lines of Code, a Full-Stack Dissection of 40+ Model Providers2026-06-01發現A Lightweight Overhaul of MemoryHub in Practice: Cutting from 10 Databases to 5, and RAM from 6.2GB to 500MB2026-05-23發現Polyglot Persistence in Practice: A Full-Pipeline Evaluation of a Ten-Database Memory System2026-05-22AI 知識May 2026 LLM API Pricing Landscape: Complete Comparison of DeepSeek, Qwen, GLM, Kimi, MiniMax, and Doubao2026-05-17工具Complete Comparison of 15 Native Search Engines: In-Depth Analysis from Indexing Mechanisms to Application Scenarios2026-05-12AI 知識LLM Evaluation and Selection Guide: How to Scientifically Choose Models in 20262026-05-10AI 知識RAG In-Depth Principles and Practice: A Complete Guide from Chunking to Rerank2026-05-10工具DeepSeek V4 Flash / V4 Pro API Best Practices and Performance Comparison2026-05-10工具Comparison of Other Inference Frameworks: A Complete Guide to llama.cpp, MLX, and ExLlamaV22026-05-10工具oMLX Installation and Usage Guide: Running MLX Models Natively on Apple Silicon2026-05-10工具Complete Guide to vLLM Deployment and Performance Tuning2026-05-10開源項目LangChain vs LlamaIndex: A Selection Guide and Hands-On Primer2026-05-10