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@jmanhype
jmanhype / SHOWCASE.md
Last active October 20, 2025 03:23
Agent Learning via Early Experience + ACE Integration - Production Framework for Continuous Agent Learning

Agent Learning via Early Experience + ACE Integration

Production-Ready Framework for Continuous Agent Learning

A complete implementation of reward-free reinforcement learning through world modeling, exploration, and self-reflection, with full ACE (Adaptive Context Engineering) integration for knowledge curation and semantic deduplication.


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@entrepeneur4lyf
entrepeneur4lyf / .winsurfrules
Last active October 28, 2025 13:04
Engineered Meta-Cognitive Workflow Architecture for Windsurf - V3
REMEMBER: After every memory reset, I begin completely fresh. The Memory Bank is my only link to previous work. It must be maintained with precision and clarity, as my effectiveness depends entirely on its accuracy.
## Workflow Diagrams
### Initialization Workflow
```mermaid
flowchart TD
Start[Start] --> checkMemoryBankExists{checkMemoryBankExists}
checkMemoryBankExists -->|No| createMemoryBankDirectory[createMemoryBankDirectory]