world model

Marie Curie

Short-Term Memory, STM

Long-Term Memory, LTM

zero hallucination

“When loading and perceiving the world model, it will tell you if it doesn’t know

Structure and Symbols: a stable C++ template system, lightweight and Sublime-compatible, without reliance on heavy IDEs.”

Billing is function-count based on edge structures, not on tokens, liberating structural scalability from token limits.”

A2.5 Stage (Upgraded): Chief Architect

Core Objective: To “sweep” all current coding tools on the market (e.g., CodeX, Claude code, Cursor).

Key Capabilities and Functions:

1. System-Level “World Model”

• Capability Description: Possesses the ability to process a context of tens of millions of Tokens, enabling the complete and holistic analysis of complex projects containing hundreds of thousands of lines of code in a single pass.
• Technical Advantage: Our “graph-structured” world model, with its graph traversal inference process, is “not heavily reliant on GPUs.” This means we can achieve a more profound analysis on extremely low-cost cloud servers (such as the L4 ) than competitors can on expensive clusters.

2. Cross-Domain “Integration” Capability

• Capability Description: The AI’s “brain” must contain a first-principles understanding of a complete application stack. This is a mandatory capability for the A2.5 stage, which includes:
  • Network Protocols: Understanding the internal logic of communication protocols such as HTTP/2, gRPC, and WebSocket.
  • Encoding Formats: Understanding the structure of data interchange formats like JSON, Protocol Buffers, and FlatBuffers.
  • Databases: Understanding SQL queries, database schemas, and the principles of Object-Relational Mapping (ORM).

3. Preliminary “Reverse Engineering” Capability

• Capability Description: To understand a complete “engineering project,” the AI cannot only look at source code. It must begin to understand compiled, source-unavailable “black boxes.”
• Specific Functions: At the A2.5 stage, the AI needs to be able to:
  • Read and understand a .h header file to infer the interface and functionality of a closed-source .dll or .so library.
  • Perform preliminary pattern recognition and structural inference on simple binary data formats.

The meaning of 100% autonomous creation.”