AGENTS / Two learning tracks
Agent Engineering & Automation
Agent frameworks, tools, Skills, infrastructure, operations, and application automation.
World Models · ARC-AGI-3 · Python
Lingjing-Solo: A Single-Agent World Model for Interactive Reasoning
A reusable Python framework that combines perception, world modeling, exploration, lightweight planning, and reflection for interactive reasoning benchmarks.
Agent Engineering · TrustOps · Mission Control · Open Source
TrustOps Automation: an open-source multi-agent operations platform
An introduction to TrustOps Automation, its closed-loop operations model, Mission Control, and evidence-bound reinforcement-learning foundation.
Agent Engineering · Runtime
Agent runtime contracts: define the boundary first
Start with runtime, tool calls, state, and verification to build an observable, reproducible agent system.
Video Pipeline · Workflow
A reproducible AI video pipeline
Break ideation, scripting, generation, voice, and review into steps that can be replayed.
AI Models · Applications
AI Models & Apps: From Model to Useful Product
Understand how models become reliable applications through prompts, tools, data, interfaces, and evaluation.