It takes a village to raise a child: Google DeepThink 🧠 but in LangGraph and free - an original algorithm for collaborative agents using qualitative backpropagation. Turn hours of prompting into a single high level prompt and let a QNN figure system prompts on the fly.

federated-learning hierarchical-agents langchain langgraph machine-learning-algorithms metaheuristics microapps optimization-algorithms prompt-engineering
1 Open Issue Need Help Last updated: Sep 12, 2025

Open Issues Need Help

View All on GitHub

AI Summary: The project's current method of synthesizing code from LLM "neurons" per epoch into a single file is inefficient for its long-term goals. The existing mechanism, which uses documentation cards to summarize epoch work for context, is failing, especially on low epochs. The core challenge is to design an effective way to integrate or "stitch" these modules, balancing synthesis quality, algorithmic exploration, and maintainability.

Complexity: 4/5
good first issue

It takes a village to raise a child: Google DeepThink 🧠 but in LangGraph and free - an original algorithm for collaborative agents using qualitative backpropagation. Turn hours of prompting into a single high level prompt and let a QNN figure system prompts on the fly.

Python
#federated-learning#hierarchical-agents#langchain#langgraph#machine-learning-algorithms#metaheuristics#microapps#optimization-algorithms#prompt-engineering