PatALLM Gallery

:toc: macro :toclevels: 3 :icons: font :source-highlighter: rouge

LLM tools gallery - unified verification and antidote systems

Note	Project Status: Infrastructure Ready, Implementation Pending This monorepo establishes governance, CI/CD, and technology standards for the PatALLM suite. The four satellite projects are defined as git submodules awaiting implementation.

Overview

PatALLM Gallery is a monorepo orchestrating a suite of LLM utility tools focused on:

• Unification - A single interface to multiple LLM providers

• Verification - Validating LLM outputs against source material

• Antidote - Detecting and mitigating hallucinations

Architecture

patallm-gallery/
├── llm-unify-core/    # Core abstractions and traits
├── llm-unify/         # Provider adapters and routing
├── llm-verify/        # Output verification engine
└── llm-antidote/      # Hallucination detection/mitigation

Components

Repository	Description	Status
llm-unify-core	Core unified LLM interface - shared types, traits, and abstractions	🔲 Planned
llm-unify	LLM unification layer - provider adapters for OpenAI, Anthropic, local models	🔲 Planned
llm-verify	LLM output verification - validate responses against source documents	🔲 Planned
llm-antidote	LLM hallucination antidote - detection, scoring, and mitigation strategies	🔲 Planned

Vision

Problem Statement

Current LLM tooling suffers from:

1. Fragmentation - Each provider requires different SDKs and patterns

2. Blind Trust - Outputs accepted without verification against sources

3. Hallucination Opacity - No systematic approach to detect or quantify confabulation

Solution

PatALLM provides:

• A unified interface abstracting provider differences

• Verification pipelines comparing outputs to source material

• Hallucination detection with confidence scoring

• Mitigation strategies (re-prompting, source injection, response filtering)

Technology Stack

This project follows the Hyperpolymath Standard language policy.

Allowed Technologies

Technology	Use Case	Notes
ReScript	Primary application code	Compiles to JS, type-safe
Deno	Runtime & package management	Replaces Node/npm/bun
Rust	Performance-critical, systems, WASM	Preferred for CLI tools and core libraries
Gleam	Backend services	Runs on BEAM or compiles to JS
Guile Scheme	State/meta files	.machine_readable/6a2/STATE.a2ml, .machine_readable/6a2/META.a2ml, .machine_readable/6a2/ECOSYSTEM.a2ml

Explicitly Banned

TypeScript, Node.js, npm, Go, Python (except SaltStack), Kotlin, Swift, React Native, Flutter

See CLAUDE.md for the complete policy.

Quick Start

# Clone with submodules
git clone --recursive https://github.com/hyperpolymath/patallm-gallery.git
cd patallm-gallery

# Initialize submodules if cloned without --recursive
git submodule update --init --recursive

Infrastructure

CI/CD Pipelines

Workflow	Purpose
instant-sync.yml	Automatic forge propagation on push/release
mirror.yml	Mirrors to GitLab and Bitbucket
semgrep.yml	SAST security scanning
workflow-linter.yml	RSR security standards enforcement

Security Practices

• SHA-pinned GitHub Actions

• Semgrep SAST scanning

• OpenSSF Scorecard compliance

• SPDX license headers on all files

• No hardcoded secrets

Contributing

See Code of Conduct and Security Policy.

Development Prerequisites

• Deno >= 2.0

• Rust >= 1.75 (for core components)

• Git with submodule support

License

This project is licensed under the Mozilla Public License, v. 2.0. See the LICENSE file for details.

SPDX-License-Identifier: CC-BY-SA-4.0

Funding

Support this project:

• GitHub Sponsors

• Ko-fi

• Liberapay

Architecture

See TOPOLOGY.md for a visual architecture map and completion dashboard.