White paper and specification for the Decentralized Universal Compute Protocol (DUCP).
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Jun 28, 2026
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compute-efficiency
Here are 5 public repositories matching this topic...
Adaptive inference algorithm for transformers inspired by quantum collapse (SR framework)
deep-learning best-practices efficiency pytorch language-model reduction-strategies efficient-inference attention-mechanisms inference-optimization green-ai attention-heads model-efficiency llm compute-efficiency strange-rose
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May 4, 2026 - Python
Boundary-discovery and anti-self-deception framework for AI efficiency research. Produces falsifiable, condition-specific verdicts. First validated result: a hard failure boundary for token pruning.
python benchmarking machine-learning research ai reproducible-research telemetry quantization energy-efficiency inference-optimization research-framework experiment-framework token-pruning agent-security compute-efficiency decision-governance effective-compute-density
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Mar 28, 2026 - Python
Why more compute doesn't mean faster AI : The Roofline Model explained, with an interactive calculator and Python workload analyzer
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Jun 9, 2026 - HTML
Tracking State-of-the-Art AI Models and Performance is an open-source dataset documenting AI advancements from the 1950s to today. It includes model details, organizations, compute requirements, and benchmarks. Researchers and developers can analyze trends, compare models, and contribute updates. The dataset is open for collaboration $ fostering AI
python benchmarking tensorflow data-analysis data-processing faiss model-performance hugging-face ai-trends ai-model-tracking ml-model-comparisons flops-analysis ai-model-evaluation compute-efficiency training-cost-analysis
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Mar 10, 2025 - Jupyter Notebook
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