Library / Framework · Python
Fresta-Diamond
A clean, modular research runtime for the Fresta Protocol: validating typed LLM proposals, enforcing append-only epistemic states, and mediating effects through deterministic structural control.
What it is
Fresta Diamond is a Python runtime library that provides typed contracts, persistent state management, and explicit effect controls for LLM-based applications, featuring module admission, attention continuation, and cognitive architecture concepts.
- auditable-ai
- autopoietic-systems
- cognitive-architecture
- epistemic-grounded
- llm
- metacognitive-system
- ontology-driven
- recursive-self-observation
- second-order-cybernetics
- three-orders-analysis
Where it counts
- NLP & LLMs90%
- AI Agents80%
- Machine Learning40%
- MLOps30%
- Data Science10%
How much of the project is about each field, as scoring counts it. It ranks in the field it is most about.
Around it on the NLP & LLMs board
Whole board- 04RegesMoEML Application · C++72.5AdvancedMaster MindNLP & LLMs
- 05WebsearchRAG System · Python70.9AdvancedJens MittelbachNLP & LLMs
- 06Fresta-DiamondLibrary / Framework · Python69.4AdvancedTiago SantosNLP & LLMs
- 07magellanAI Developer Tool · Rust68.8AdvancedLuiz Cesar SpiesNLP & LLMs
- 08nexttextLibrary / Framework · Python66.9AdvancedJarad PeckenpaughNLP & LLMs
