# modules

**Version**: v1.2.7 | **Status**: Active | **Last Updated**: March 2026

## Overview

Documentation tooling, generated references, and publishing assets for Modules.

## Directory Contents
- `PAI.md` – File
- `README.md` – File
- `SPEC.md` – File
- `agentic_memory/` – Subdirectory
- `agents/` – Subdirectory
- `ai_gateway/` – Subdirectory
- `aider/` – Subdirectory
- `api/` – Subdirectory
- `audio/` – Subdirectory
- `auth/` – Subdirectory
- `autograd/` – Subdirectory
- `bio_simulation/` – Subdirectory
- `cache/` – Subdirectory
- `calendar_integration/` – Subdirectory
- `cerebrum/` – Subdirectory
- `ci_cd_automation/` – Subdirectory
- `cli/` – Subdirectory
- `cloud/` – Subdirectory
- `coding/` – Subdirectory
- `collaboration/` – Subdirectory
- `compression/` – Subdirectory
- `concurrency/` – Subdirectory
- `config_audits/` – Subdirectory
- `config_management/` – Subdirectory
- `config_monitoring/` – Subdirectory
- `container_optimization/` – Subdirectory
- `containerization/` – Subdirectory
- `cost_management/` – Subdirectory
- `crypto/` – Subdirectory
- `dark/` – Subdirectory
- `data_curation/` – Subdirectory
- `data_lineage/` – Subdirectory
- `data_visualization/` – Subdirectory
- `database_management/` – Subdirectory
- `defense/` – Subdirectory
- `demos/` – Subdirectory
- `dependency-graph.md` – File
- `dependency_injection/` – Subdirectory
- `deployment/` – Subdirectory
- `distillation/` – Subdirectory
- `distributed_training/` – Subdirectory
- `docs_gen/` – Subdirectory
- `documentation/` – Subdirectory
- `documents/` – Subdirectory
- `dpo/` – Subdirectory
- `edge_computing/` – Subdirectory
- `email/` – Subdirectory
- `embodiment/` – Subdirectory
- `encryption/` – Subdirectory
- `environment_setup/` – Subdirectory
- `eval_harness/` – Subdirectory
- `events/` – Subdirectory
- `evolutionary_ai/` – Subdirectory
- `examples/` – Subdirectory
- `exceptions/` – Subdirectory
- `feature_flags/` – Subdirectory
- `feature_store/` – Subdirectory
- `file_system/` – Subdirectory
- `finance/` – Subdirectory
- `formal_verification/` – Subdirectory
- `fpf/` – Subdirectory
- `git_analysis/` – Subdirectory
- `git_operations/` – Subdirectory
- `graph_rag/` – Subdirectory
- `ide/` – Subdirectory
- `identity/` – Subdirectory
- `image/` – Subdirectory
- `languages/` – Subdirectory
- `interpretability/` – Subdirectory
- `llm/` – Subdirectory
- `logging_monitoring/` – Subdirectory
- `logistics/` – Subdirectory
- `logit_processor/` – Subdirectory
- `lora/` – Subdirectory
- `maintenance/` – Subdirectory
- `market/` – Subdirectory
- `matmul_kernel/` – Subdirectory
- `meme/` – Subdirectory
- `ml_pipeline/` – Subdirectory
- `model_context_protocol/` – Subdirectory
- `model_merger/` – Subdirectory
- `model_ops/` – Subdirectory
- `module-reference.md` – File
- `module_template/` – Subdirectory
- `multimodal/` – Subdirectory
- `nas/` – Subdirectory
- `networking/` – Subdirectory
- `networks/` – Subdirectory
- `neural/` – Subdirectory
- `ollama.md` – File
- `operating_system/` – Subdirectory
- `orchestrator/` – Subdirectory
- `pai_pm/` – Subdirectory
- `overview.md` – File
- `peft/` – Subdirectory
- `performance/` – Subdirectory
- `physical_management/` – Subdirectory
- `plugin_system/` – Subdirectory
- `privacy/` – Subdirectory
- `prompt_engineering/` – Subdirectory
- `quantization/` – Subdirectory
- `quantum/` – Subdirectory
- `relations/` – Subdirectory
- `relationships.md` – File
- `release/` – Subdirectory
- `rlhf/` – Subdirectory
- `scrape/` – Subdirectory
- `search/` – Subdirectory
- `security/` – Subdirectory
- `semantic_router/` – Subdirectory
- `serialization/` – Subdirectory
- `simulation/` – Subdirectory
- `skills/` – Subdirectory
- `slm/` – Subdirectory
- `softmax_opt/` – Subdirectory
- `soul/` – Subdirectory
- `spatial/` – Subdirectory
- `ssm/` – Subdirectory
- `static_analysis/` – Subdirectory
- `synthetic_data/` – Subdirectory
- `system_discovery/` – Subdirectory
- `telemetry/` – Subdirectory
- `templating/` – Subdirectory
- `terminal_interface/` – Subdirectory
- `testing/` – Subdirectory
- `tests/` – Subdirectory
- `text_to_sql/` – Subdirectory
- `tokenizer/` – Subdirectory
- `tool_use/` – Subdirectory
- `tree_sitter/` – Subdirectory
- `utils/` – Subdirectory
- `validation/` – Subdirectory
- `vector_store/` – Subdirectory
- `video/` – Subdirectory
- `vision/` – Subdirectory
- `wallet/` – Subdirectory
- `website/` – Subdirectory

## Navigation
- **Parent Directory**: [docs](../README.md)
- **Project Root**: ../../README.md

## Related Documents

- **Agents**: [AGENTS.md](AGENTS.md)
