Editorial Search Archive

Levent Alpöge used Claude Fable 5 to discover a counterexample to the Jacobian Conjecture (open since 1939). The C³ polynomial map has constant Jacobian -2 but maps three distinct points to the same output. Verified in L...

Complete guide to running 67B+ MoE models on consumer GPUs using KTransformers CPU-GPU heterogeneous inference with expert offloading.

Complete guide to building production-grade MCP servers with FastMCP 3.4 featuring remote proxy, OAuth, SSRF protection, and enterprise deployment on Prefect Horizon.

Complete guide to deploying AI agents across Slack, Telegram, WeChat, Discord, QQ, and Feishu from one codebase using AstrBot 35K-star framework.

OpenSEO is the first open-source SEO platform with native MCP server for AI agents. Complete guide to self-hosted keyword research, competitor analysis, and rank tracking.

BaseRT delivers 1.56x faster decode than llama.cpp and 1.35x faster than MLX on Apple Silicon. Complete benchmark comparison and setup guide.

Learn how Google Always-On Memory Agent on Gemini 3.1 Flash-Lite replaces chunking, embeddings, and vector databases with continuous LLM consolidation for zero-shot knowledge queries.

Learn how code-review-graph persistent code intelligence graph reduces token usage by 50 percent for AI code review tools via MCP integration.

Deep dive into the Perplexity WANDR benchmark: 500 evidence-heavy data-collection tasks, qualification key hierarchy, reference-free grading, and leaderboard analysis across 4 model families.

Learn how to deploy Dify v1.16.0 Agent Beta with sandboxed code execution, a YAML-driven skill registry, agent roster management, and MCP Protocol 2025-06-18 integration.

Learn how T-Search's agentic ReAct loop replaces single-shot RAG retrieval with multi-step search on a single GPU, achieving 72.1% F1 on multi-hop queries.

Comprehensive comparison of 7 AI agent skills frameworks for Claude Code, Codex, and Cursor with install commands, ROI metrics, and first-hand testing results.