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crucible_framework
PublicCrucibleFramework: A scientific platform for LLM reliability research on the BEAMcrucible_trace
PublicStructured causal reasoning chain logging for LLM transparencytinkex
Publicforge
PublicSample factory library for generating, transforming, and computing measurements on samplesingot
PublicPhoenix LiveView interface for sample generation and human labeling workflowscrucible_ui
PublicPhoenix LiveView dashboard for the Crucible ML reliability stackcrucible_model_registry
PublicML model registry for the Crucible ecosystem. Artifact storage, model versioning, lineage tracking, metadata management, model comparison, reproducibility, and integration with training pipelines for Elixir-based ML workflows.cns_ui
PublicPhoenix LiveView interface for CNS dialectical reasoning experimentscns
PublicChiral Narrative Synthesis - Dialectical reasoning framework for automated knowledge discoverychz_ex
PublicElixir port of OpenAI's chz library - a powerful configuration management system for building composable, type-safe command-line interfaces with hierarchical configuration, environment variable support, and flexible argument parsing.github
Publiccns_crucible
Publicwork
PublicNSAI.Work - Unified job scheduler for North-Shore-AI platformcrucible_deployment
PublicML model deployment for the Crucible ecosystem. vLLM and Ollama integration, canary deployments, A/B testing, traffic routing, health checks, rollback strategies, and inference serving for Elixir-based ML workflows.crucible_train
PublicML training orchestration for the Crucible ecosystem. Distributed training, hyperparameter optimization, checkpointing, model versioning, metrics collection, early stopping, LR scheduling, gradient accumulation, and mixed precision training with Nx/Scholar integration.ExFairness
PublicFairness and bias detection library for Elixir AI/ML systemscrucible_hedging
PublicRequest hedging for tail latency reduction in distributed systemscrucible_ensemble
PublicMulti-model ensemble voting strategies for LLM reliabilitycrucible_bench
PublicStatistical testing and analysis framework for AI researchcrucible_ir
PublicIntermediate Representation for the Crucible ML reliability ecosystemex_topology
PublicPure Elixir library for graph topology, TDA, and computational topologycrucible_telemetry
PublicAdvanced telemetry collection and analysis for AI researchcrucible_feedback
PublicML feedback loop management for the Crucible ecosystem. Quality monitoring, data drift detection, model performance tracking, data curation, active learning, human-in-the-loop workflows, and continuous improvement for Elixir-based ML.eval_ex
PublicModel evaluation harness for standardized benchmarking—comprehensive metrics (F1, BLEU, ROUGE, METEOR, BERTScore, pass@k), statistical analysis (confidence intervals, effect size, bootstrap CI, ANOVA), multi-model comparison, and report generation. Research-grade evaluation for LLM and ML experiments.crucible_datasets
PublicDataset management and caching for AI research benchmarkstinkex_cookbook
PublicElixir port of tinker-cookbook: training and evaluation recipes for the Tinker ML platform.crucible_harness
PublicExperimental research framework for running AI benchmarks at scalehf_datasets_ex
PublicHuggingFace Datasets for Elixir - A native Elixir port of the popular HuggingFace datasets library. Stream, load, and process ML datasets from the HuggingFace Hub with full BEAM/OTP integration. Supports Parquet streaming, dataset splitting, shuffling, and seamless integration with Nx tensors for machine learning workflows.hf_hub_ex
PublicElixir client for HuggingFace Hub—dataset/model metadata, file downloads, caching, and authentication. The BEAM-native foundation for HF ecosystem ports.tinkerer
PublicChiral Narrative Synthesis workspace for Thinker/Tinker LoRA pipelines, semantic fact-checking, telemetry, and reviewer-ready CNS docs.