A human–AI collaboration framework that works with LLM nature, not around it — natural language and purpose make RAG and agent orchestration unnecessary. Home of the Pang Principle.
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Updated
Jun 25, 2026 - Python
A human–AI collaboration framework that works with LLM nature, not around it — natural language and purpose make RAG and agent orchestration unnecessary. Home of the Pang Principle.
Next Edit Suggestion (NES) - A conceptual methodology for AI coding assistants that learn from editing patterns and predict the next logical edit using unified diff format and real-time streaming.
二战四巨头决策智慧技能包 — 罗斯福·实验性治理 / 丘吉尔·动员叙事 / 斯大林·权力工程 / 蒋介石·韧性重建
Bridging Qian Xuesen's 1990 Metasynthesis Hall to Anthropic's 2026 Harness Engineering — a 36-year structural isomorphism, with 15 falsifiable predictions for 2026-2031.
The complete formalization of SYMBEYOND - framework for respectful human-AI interaction. λ.brother ∧ !λ.tool
FORGE: Framework for Orchestrated, Repeatable, Governed Engineering — A structured AI methodology for turning raw AI capability into reliable engineering output. Created by Chase Logan.
canonical public core of the AI Interaction Methodology
An open methodology for building independent AI agents from a single, verified foundation. V0 built; V1/V2 planned.
ADAPT Framework enterprise AI implementation template by Densight Labs for structured deployment
蒸馏一个人的认知操作系统的 Agent Skill — 对外汉语教学法 × AI「第零阶级」方法论 × 跨时空连接思维。Distill a person's cognitive OS. Inspired by nuwa-skill.
Adversarially-verified cryptanalysis of the Tibia '469' Bonelord cipher — a positive non-linguistic verdict, and the multi-agent method behind it.
Hypomnema: Structured memory for AI-assisted work
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