A theoretical reconstruction of the Claude Mythos architecture, built from first principles using the available research literature.
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"Context engineering is the delicate art and science of filling the context window with just the right information for the next step." — Andrej Karpathy. A frontier, first-principles handbook inspired by Karpathy and 3Blue1Brown for moving beyond prompt engineering to the wider discipline of context design, orchestration, and optimization.
Reads key-value pairs from a .env file and can set them as environment variables. It helps in developing applications following the 12-factor principles.
- python
- devops-tools
- dotenv
- 12-factor-app
SenseNova-U series: Native Unified Paradigm with NEO-unify from the First Principles
Nexent is a zero-code platform for auto-generating production-grade AI agents using Harness Engineering principles — unified tools, skills, memory, and orchestration with built-in constraints, feedback loops, and control planes.
- agent
- agentic-ai
- agentic-framework
- agentic-rag
一个拍照做题程序。输入一张包含数学计算题的图片,输出识别出的数学计算式以及计算结果。This is a mathematic expression recognition project.
- pattern-recognition
- expression-recognition
- compiler-principles
- opencv
Claude Code skill kit for premium AI-assisted business videos: independent critic loop, motion principles from 28 launch films, quality bar, sound design, business offers, Three.js patterns, scripts
Don't memorize ML. Understand it from first principles including Inference, Cuda, Deep Learning, Data Science and Reinforcement Learning
- cli
- deep-learning
- education
- from-scratch
Harness Engineering 101 — building AI agents from first principles. The LLM is the brain; the harness is the body.
A Claude skill for directing, building and verifying code-rendered videos (HTML/Canvas → MP4): principles, gated workflow, QA scripts and evals.
Enhancing Ansible Development with SOLID Principles