NSHkr
nshkrdotcom
Total Packages
99
Total Downloads
633 566+
Packages
portfolio_core
0.4.0Hexagonal architecture core for building flexible RAG systems in Elixir.
gepa_ex
0.3.0Elixir implementation of the GEPA (Genetic-Pareto) optimizer that combines LLM-powered reflection with Pareto search to evolve text-based system components.
crucible_xai
0.4.0Explainable AI (XAI) tools for the Crucible framework. Includes LIME implementations, SHAP-like explanations, feature attribution, and model interpretability for local and global explanations.
duckdb_ex
0.2.0A 100% faithful port of the DuckDB Python client to Elixir, using the DuckDB CLI for full API compatibility with the official Python client.
crucible_ensemble
0.4.1Multi-model ensemble prediction with voting strategies for AI reliability. Leverages BEAM parallelism for massively concurrent LLM queries.
crucible_harness
0.3.3Experimental research framework for running AI benchmarks at scale. Provides orchestration, streaming processing with Flow/GenStage, and statistical analysis.
crucible_adversary
0.4.0Adversarial testing and robustness framework for AI models with 25 attacks (character/word/semantic perturbations, prompt injection, jailbreak, extraction, inversion), defenses (detection/filtering/sanitization), certified robustness metrics, and attack composition.
crucible_hedging
0.4.1Request hedging for tail latency reduction in distributed systems. Implements Google's 'Tail at Scale' with adaptive strategies. Reduces P99 latency by 75-96%.
crucible_trace
0.3.1Structured causal reasoning chain logging for LLMs. Captures decision-making processes with cryptographic verification for transparency and debugging.
rag_ex
0.3.4A library to make building performant RAG systems in Elixir easy
chz_ex
0.1.3Configuration management with CLI parsing for Elixir
crucible_telemetry
0.4.0Advanced telemetry collection and analysis for AI research
crucible_model_registry
0.3.1Model versioning, artifact storage, and lineage tracking for ML pipelines
citadel
0.0.0The command and control layer for the AI-powered enterprise.
ex_data_check
0.2.1Production-ready data validation and quality library for Elixir ML pipelines. Provides 22 built-in expectations, drift detection, advanced profiling with outliers and correlations, statistical analysis, and comprehensive quality metrics for machine learning workflows.
vllm
0.3.0vLLM for Elixir via SnakeBridge - Easy, fast, and cheap LLM serving for everyone. High-throughput LLM inference with PagedAttention, continuous batching, and OpenAI-compatible API.
portfolio_manager
0.3.1Application layer for Portfolio ecosystem providing RAG workflows, graph analysis, domain registries, and CLI tools built on portfolio_core and portfolio_index.
nx_penalties
0.1.2Composable regularization penalties and loss functions for the Nx ecosystem
synapse_ai
0.1.0Synapse integration for altar_ai - SDK-backed LLM providers for multi-agent workflows. Provides unified adapter layer for Gemini, Claude, and Codex with automatic fallback, workflow actions, signal handlers, and telemetry bridging.
crucible_deployment
0.2.1Model deployment orchestration with health checking and rollback