Governed write-path infrastructure
for enterprise AI execution.
NSHKR is the substrate where AI proposals become authorized operations: commands enter through typed product boundaries, resolve authority and workflow state, execute lower effects through governed connectors, and return receipts, evidence, projections, reviews, and replayable proof.
Execution Contract
The stack is built around the questions an enterprise has to answer after an AI-mediated action. The important artifact is not a prompt transcript. It is a durable chain from request to authorized operation to external effect to receipt-backed replay.
Actor, tenant, installation, request context.
Capability, policy, scope, review gate.
Operation context, causation, idempotency.
Operation class, manifest, lower instruction.
Effect receipt, status, failure class.
Evidence refs, attached artifacts, proof tokens.
Review case, decision, override, escalation.
AITrace DAG, predecessor refs, merge semantics.
app_kit is the northbound surface product code is allowed
to touch for governed platform behavior. It accepts product-level
commands and stable DTOs, exposes operator reads and review controls,
and keeps products from stitching lower execution paths together by
hand.
mezzanine owns reusable operational truth: binding
registry, compiled run snapshots, workflow handoff, execution ledgers,
operation receipts, evidence, projections, review state, audit, and
operator actions. It records the facts that make the write path
replayable.
outer_brain owns semantic context, recall, normalized AI
outcomes, and semantic failure carriers. citadel
authorizes after resolution, when the operation class, manifest,
side-effect class, required scope, and credential constraints are
known.
jido_integration resolves connector manifests, operation
descriptors, and credential leases into governed lower invocation. It
lets provider mechanics be specific without leaking provider-shaped
control flow into reusable platform surfaces.
execution_plane performs raw mechanics across HTTP, CLI,
process, JSON-RPC, sandbox, terminal, filesystem, and future execution
lanes. It emits receipts and raw facts. Product meaning, review state,
and operational projections stay above it.
AITrace records causal execution events with predecessor
references so replay is not just emission order. stack_lab
adds scanners, acceptance gates, negative controls, failure drills,
and second-product validation so generality is tested instead of
assumed.
Authority follows resolution
A broad product request is not enough. Citadel authorizes the resolved operation plan after Mezzanine knows the operation class, manifest ref, binding ref, side-effect class, credential scope, and review constraints.
Provider specificity is data
A pack can bind issue tracking to Linear, code hosting to GitHub, or runtime work to Codex. Reusable surfaces still speak product roles, manifests, operation classes, receipts, and projections.
Proof is executable
stack_lab scenarios, AITrace DAGs, schema registries, release manifests, no-bypass scans, projection hashes, and proof tokens are not documentation after the fact. They are acceptance gates.
Repository Atlas
Generated from live repository metadata across the NSHKR and North Shore AI ecosystem.
synapse
Headless, declarative multi-agent orchestration …
★ 44
flowstone
Asset-first data orchestration for Elixir/BEAM. …
★ 27
DSPex
Declarative Self Improving Elixir - DSPy Orchestration …
★ 18
ds_ex
DSPEx - Declarative Self-improving Elixir | A …
★ 17
ALTAR
The Agent & Tool Arbitration Protocol
★ 8
mabeam
Multi-agent systems framework for the BEAM platform - …
★ 8
pipeline_ex
Claude Code + Gemini AI collaboration orchestration …
★ 8
jido_hive
Phoenix coordination server and embeddable Elixir …
★ 2
flowstone_ai
FlowStone integration for altar_ai - AI-powered data …
★ 1
synapse_ai
Synapse integration for altar_ai - SDK-backed LLM …
★ 1
extravaganza
First proving-ground product app for the nshkr stack: a …
mezzanine
Neutral high-level reusable monorepo for the nshkr …
stack_coder
An advanced Elixir-based AI coding agent focused on …
claude_agent_sdk
An Elixir SDK for Claude Code - provides programmatic …
★ 31
gemini_ex
Elixir Interface / Adapter for Google Gemini LLM, for …
★ 31
codex_sdk
OpenAI Codex SDK written in Elixir
★ 19
agent_session_manager
Agent Session Manager - A comprehensive Elixir library …
★ 8
ollixir
Ollixir provides a first-class Elixir client with …
★ 5
altar_ai
Protocol-based AI adapter foundation for Elixir - …
★ 4
jules_ex
Elixir client SDK for the Jules API - orchestrate AI …
★ 2
notion_sdk
Native Elixir SDK for the Notion API — comprehensive, …
★ 2
amp_sdk
Elixir SDK for the Amp CLI — provides a comprehensive …
★ 1
github_ex
Native Elixir SDK for the GitHub REST API — …
★ 1
mcp_client
Full-featured Elixir client for the Model Context …
★ 1
vllm
vLLM - High-throughput, memory-efficient LLM inference …
★ 1
cli_subprocess_core
Foundational Elixir runtime library for deterministic …
crucible_prompts
Prompt and parsing utilities for Crucible and NSAI. …
external_runtime_transport
An Elixir-first external runtime transport foundation …
gemini_cli_sdk
An Elixir SDK for the Gemini CLI — Build AI-powered …
linear_sdk
Elixir SDK for Linear built on Prismatic, using a …
llama_cpp_sdk
Barebones Elixir wrapper and integration surface for …
nsai_llm
Shared LLM Actions for NSAI runtimes. Wraps …
self_hosted_inference_core
Core Elixir primitives for building reliable …
json_remedy
A practical, multi-layered JSON repair library for …
★ 32
snakepit
High-performance, generalized process pooler and …
★ 11
rag_ex
Elixir RAG library with multi-LLM routing (Gemini, …
★ 9
snakebridge
Compile-time Elixir code generator for Python library …
★ 8
gepa_ex
Elixir implementation of GEPA: LLM-driven evolutionary …
★ 4
tinkex_cookbook
Elixir port of tinker-cookbook: training and evaluation …
★ 3
nsai_gateway
Unified API gateway for the NSAI …
★ 2
portfolio_core
Hexagonal architecture core for Elixir RAG systems. …
★ 2
slither
Lightweight Elixir runtime for composing and executing …
★ 2
tinkex
Elixir SDK for the Tinker ML platform—LoRA training, …
★ 2
command
Core Elixir library for AI agent orchestration - …
★ 1
execution_plane
Execution Plane is an Elixir/OTP runtime substrate for …
★ 1
nsai_registry
Service discovery and registry for the NSAI …
★ 1
nsai_work
NSAI.Work - Unified job scheduler for North-Shore-AI …
★ 1
pilot
Interactive CLI and REPL for the NSAI ecosystem—unified …
★ 1
skill_ex
Claude Skill Aggregator
★ 1
tiktoken_ex
Pure Elixir TikToken-style byte-level BPE tokenizer …
★ 1
app_kit
Shared app-facing surface monorepo for the nshkr …
gepa_buildout
Deterministic GEPA buildout examples and domain task …
gepa_framework
Reusable GEPA optimizer framework for typed candidate …
ground_plane
Shared lower infrastructure monorepo for the nshkr …
hf_hub_ex
Elixir client for HuggingFace Hub—dataset/model …
hf_peft_ex
Elixir port of HuggingFace's PEFT (Parameter-Efficient …
inference
Reusable Elixir semantic inference contracts, adapters, …
outer_brain
Semantic runtime above Citadel for raw language intake, …
portfolio_index
Production adapters and pipelines for PortfolioCore. …
portfolio_manager
AI-native personal project intelligence system - …
stack_lab
Local distributed-development harness and proving …
tinkerer
Chiral Narrative Synthesis workspace for Thinker/Tinker …
trinity_framework
Reusable TRINITY router and coordination framework for …
dexterity
Code Intelligence: Token-budgeted codebase context for …
★ 4
elixir_dashboard
A Phoenix LiveView performance monitoring dashboard for …
★ 3
blitz
Small parallel command runner for Elixir and Mix …
★ 1
elixir_tracer
Local-first observability for Elixir with New Relic API …
★ 1
pristine
Shared runtime substrate and build-time bridge for …
★ 1
prompt_runner_sdk
Prompt Runner SDK - Elixir toolkit for orchestrating …
★ 1
weld
Deterministic Hex package projection for Elixir …
★ 1
atlas_once
Atlas Once is a filesystem-first personal memory system …
coolify_ex
Generic Elixir tooling for triggering, monitoring, and …
portfolio_coder
Code Intelligence Platform: Repository analysis, …
prismatic
GraphQL-native Elixir SDK platform and monorepo for …
superlearner
OTP Supervisor Educational Platform
★ 8
apex
Core Apex framework for OTP supervision and monitoring
★ 4
apex_ui
Web UI for Apex OTP supervision and monitoring tools
★ 4
arsenal
Metaprogramming framework for automatic REST API …
★ 4
arsenal_plug
Phoenix/Plug adapter for Apex Arsenal framework
★ 3
foundation
Elixir infrastructure and Observability Library
★ 12
AITrace
The unified observability layer for the AI Control …
★ 2
citadel
The command and control layer for the AI-powered …
★ 1
telemetry_reporter
Pachka-powered telemetry reporter for Elixir that …
★ 1
lineage_ir
Lineage IR for cross-system traces, spans, artifacts, …
duckdb_ex
DuckDB driver client in Elixir
★ 2
ex_topology
Pure Elixir library for graph topology, TDA, and …
★ 2
weaviate_ex
Modern Elixir client for Weaviate vector database with …
★ 2
embed_ex
Vector embeddings service for Elixir—multi-provider …
★ 1
nx_penalties
Composable regularization penalties for Elixir Nx. …
trinity_coordinator
TRINITY in Elixir (An Evolved LLM Coordinator): route …
★ 3
ChronoLedger
Hardware-Secured Temporal Blockchain
★ 2
cns
Chiral Narrative Synthesis - Dialectical reasoning …
★ 1
EADS
Evolutionary Autonomous Development System
anti_agents
Anti Agents - Inspired by Sakana AI's String Seed of …
cns_ui
Phoenix LiveView interface for CNS dialectical …
LlmGuard
AI Firewall and guardrails for LLM-based Elixir …
★ 9
ExFairness
Fairness and bias detection library for Elixir AI/ML …
★ 1
crucible_examples
Interactive Phoenix LiveView demonstrations of the …
★ 1
crucible_harness
Experimental research framework for running AI …
★ 1
crucible_xai
Explainable AI (XAI) tools for the Crucible framework
★ 1
ExDataCheck
Data validation and quality library for ML pipelines in …
cns_crucible
crucible_adversary
Adversarial testing and robustness evaluation for the …
crucible_bench
Statistical testing and analysis framework for AI …
crucible_datasets
Dataset management and caching for AI research …
crucible_deployment
ML model deployment for the Crucible ecosystem. vLLM …
crucible_ensemble
Multi-model ensemble voting strategies for LLM …
crucible_feedback
ML feedback loop management for the Crucible ecosystem. …
crucible_framework
CrucibleFramework: A scientific platform for LLM …
crucible_hedging
Request hedging for tail latency reduction in …
crucible_ir
Intermediate Representation for the Crucible ML …
crucible_kitchen
Industrial ML training orchestration - backend-agnostic …
crucible_model_registry
ML model registry for the Crucible ecosystem. Artifact …
crucible_telemetry
Advanced telemetry collection and analysis for AI …
crucible_trace
Structured causal reasoning chain logging for LLM …
crucible_train
ML training orchestration for the Crucible ecosystem. …
crucible_ui
Phoenix LiveView dashboard for the Crucible ML …
datasets_ex
Dataset management library for ML experiments—loaders …
eval_ex
Model evaluation harness for standardized …
hf_datasets_ex
HuggingFace Datasets for Elixir - A native Elixir port …
metrics_ex
Metrics aggregation and alerting for ML …
training_ir
Training IR for reproducible ML jobs across Crucible …