H

human-in-the-loop

Open Arsenal provides open, self-hosted software specifications designed for deployment across private and public networks. Built for portability, interoperability, and transparency, each specification gives organizations the freedom to implement and customize solutions without vendor lock-in while remaining free to use under the AGPL-3.0+ license with required attribution. Specification Branding Licenses available upon request.

The framework is a way to keep AI coding useful at scale without losing accountability, team conventions, or your ability to understand later why a change landed. The supporting tooling is the ergonomics layer that makes file-based governance fast enough and low-friction enough to keep using.

OpenFiscal is an open-source platform that tracks, analyzes, and audits government budgets at all levels—town, city, state, and federal. Using AI, it flags deficits exceeding 3% of GDP and identifies line items more than 10% above national or state averages. The system maintains accountability by logging the officials responsible for budget approvals and requiring human-in-the-loop verification for all AI recommendations. OpenFiscal empowers citizens, auditors, and governments with transparent, actionable fiscal intelligence, helping prevent fraud, no-bid contracts, and cronyism.

Nexalis is a specification intelligence system that transforms natural language intent into structured, modular, and time-aware system designs. It enables human-guided creation of evolving specifications that are simulated, stress-tested against uncertainty, and continuously refined through adversarial analysis, emergence detection, and meta-learning feedback loops.

Thin TypeScript + zero-dep Python client and recipes to gate high-risk actions behind a payload-bound passkey approval.

ListingStream is a modular, AGPL-3.0+ licensed visual commerce platform that uses AI to intelligently insert sponsored products into photographs while preserving the integrity of the original image. Built around mandatory human-in-the-loop approval, real-time legal compliance, explainable AI, immutable audit trails, and pixel-preserving rendering, ListingStream enables trusted, revenue-generating visual marketing for real estate and other industries through a flexible, compliance-first architecture.

Human Intent Governance Standard (HIGS) is a structured framework for building AI systems that operate under verified human intent, enforceable policy, and auditable compliance. It ensures that every decision passes through intent clarification, legal and policy validation, risk assessment, and human approval before execution. Designed for regulated and high-trust environments, HIGS prioritizes transparency, explainability, and human accountability while enabling modular, extensible governance across legal, technical, and organizational domains.

CortexLoop is a human-in-the-loop AI orchestration system designed to keep all reasoning, planning, and execution fully transparent, structured, and under human control. It transforms AI from an autonomous or opaque assistant into a governed cognitive loop where multiple solution paths are generated, evaluated for risk and confidence, and returned to the user for decision-making. Every action is logged through a decision ledger, enforced by a policy engine, and constrained by strict system rules including AGPL+ licensing and attribution requirements. The result is a traceable, auditable AI system that prioritizes clarity, accountability, and human authority at every step.

Page-Agent is a JavaScript library that transforms any web page into an AI-driven interactive agent. It allows users and developers to control page elements and workflows using natural language commands, powered by large language models. With features like DOM manipulation, client-side execution, and optional human-in-the-loop confirmations, Page-Agent simplifies automation and enhances accessibility. The latest update includes end-to-end encryption (E2EE) for secure, private interactions.

Human Decision Specification (HDS) is an open, modular standard for building AI systems that keep humans in control of decision-making. It defines a structured workflow where AI systems ask clarifying questions, discover and confirm human intent, evaluate legal and compliance constraints, and provide transparent recommendations. HDS ensures that every significant action is approved by a human, fully auditable, and designed to prevent autonomous decision-making without oversight.

LatticeOS is a modular, human-in-the-loop operating system for governed multi-agent AI orchestration, designed to provide structured execution, deterministic workflows, and full auditability. Built around event-sourced transparency and explicit governance controls, LatticeOS enables intelligent systems where every agent action becomes structured, traceable history while keeping humans in control of all critical decision-making.

Taskivo is an open-source AI platform that turns real-world requests into structured, comparable service outcomes. It uses modular industry-specific “Taskivo Modules” and a real-time AI co-pilot to guide conversations, standardize service scopes, and normalize pricing and service data. This allows users to move from vague requests to clear, structured decisions and consistent results across any service category.

PressFix AI is an open-source WordPress optimization plugin that analyzes site performance, SEO, and Google Search Console issues to deliver clear, explainable fix recommendations. It uses a human-in-the-loop system so every suggested change is reviewed and approved by the user before being applied, ensuring full control without guesswork.

OpenScreen is a free, open-source screen recording tool designed for creating high-quality demos, tutorials, and presentations. It offers zoom effects, annotation tools, customizable backgrounds, smooth motion, and audio capture—all without watermarks or subscriptions. The original code is MIT-licensed, with additional AI & Automation contributions by Roxanne Ardary under AGPL 3.0+ for enhanced productivity and human-in-the-loop control.

OpenProto is an open-source platform for discovering, evaluating, and optimizing hardware designs across public repositories, then converting them into fully sourced, manufacturable outputs for 3D printing, electronics, and other fabrication systems. It combines hardware intelligence, cost and performance optimization, and a human-in-the-loop approval system to ensure all designs are safe, buildable, and production-ready.

Vexa is a privacy-first, human-in-the-loop AI orchestration platform that connects and automates enterprise tools through a secure, auditable control layer. It enables users to build and execute multi-step workflows across systems like Slack, Jira, and Salesforce while enforcing strict privacy controls, zero-trust data handling, and full execution transparency through explainable, replayable actions.

paper2code is an AI agent skill that converts arXiv papers into citation-anchored, runnable code. It includes ambiguity auditing, appendix mining, and human-in-the-loop enhancements contributed by Roxanne Ardary (roxanneardary.com) for interactive code refinement, experiment configuration, and verification of all implementation decisions.

CodeTraceAI is an open-source AI system that merges concepts, protocols, and ideas from multiple repositories, generating fresh, modern code while ensuring ethical attribution. Every proposed merge is human-approved, and notice.md is automatically updated to credit only the contributors whose code is included. With integrated testing, security checks, license compliance, CI/CD pipelines, and continuous AI learning, CodeTraceAI turns collaborative ideas into reliable, up-to-date software.