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1. PLDR-LLM-Book-Companion PLDR-LLM-Book-Companion Public

   Scientific code, numerical audits, and selected Lean formalizations for Power Law Graph Attention and PLDR-LLMs, covering mathematical foundations, training dynamics, and predictive inference.

   Python

2. PLDR-LLM-Math-Foundations PLDR-LLM-Math-Foundations Public

   Machine-checked Lean 4 / mathlib proofs and deterministic, reproducibility-first numerical audits of released PLDR-LLM checkpoints, backing the paper "Power law graph attention: exact generalizatio…

   Python 1

3. PLDR-LLM-Training-Dynamics PLDR-LLM-Training-Dynamics Public

   Scientific code, numerical experiments, and selected Lean formalizations for PLDR-LLM training and inference dynamics: row-map collapse, renormalization, and predictive reduction.

   Python

4. PLDR-LLM-Self-Organized-Criticality PLDR-LLM-Self-Organized-Criticality Public archive

   Code used in paper titled "PLDR-LLMs Reason at Self-Organized Criticality"

   Python 1 1

5. LLM-from-Power-Law-Decoder-Representations LLM-from-Power-Law-Decoder-Representations Public archive

   Implementation of PLDR-LLM: Large Language Model from Power Law Decoder Representations

   Python 2

6. HypothesisForge HypothesisForge Public

   Multi-agent LLM system that proposes research hypotheses, runs real small-scale ML training experiments, and drafts paper-style reports, with a human-in-the-loop approval gate, persistent project m…

   Python