H

human-in-the-loop

ScenarioGrid is an open source AI reasoning specification that uses evidence, IF/THEN logic, provenance, and contradiction analysis to trace reasoning and determine logical next steps while keeping decisions transparent, auditable, and human controlled. https://roxanneardary.com/scenariogrid/

AI coding with human accountability. AI assistants can produce changes you cannot reconstruct later. agents-govern makes AI-assisted software work auditable without adding a hosted service or runtime.

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. https://roxanneardary.com/latticeos/

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. https://roxanneardary.com/open-source-projects/

Review-first local bank-statement extraction with reconciliation evidence.

Evidence-first workflow compilation with review, replay, approval, and rollback boundaries.

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. https://roxanneardary.com/cortexloop/

VerifyRights is an open specification for AI-driven software license verification, commercial usage monitoring, and enterprise compliance intelligence. It provides a standardized framework for tracking license holders, authorized entities, websites, and networks while producing verifiable evidence of commercial deployments and potential licensing discrepancies. VerifyRights helps organizations monitor license agreements at scale through explainable AI, evidence-based analysis, and human-in-the-loop governance. https://roxanneardary.com/verifyrights/

CipherMind is a privacy-first, modular specification for AI and multi-agent networks designed to keep humans in control. It provides persistent conversation context, secure authentication, device synchronization, remote access, tool discovery, transparent activity logging, and extensible AI capabilities across devices and environments. https://roxanneardary.com/ciphermind/

PostSquire is a local-first Go TUI for preparing and validating social campaign drafts, then handing them off to browser composers for human-controlled publishing.

SovereignMind is a sovereign, modular AI architecture designed to transform specifications into optimized code, integrate new capabilities without disrupting existing functionality, and continuously evolve through learning, self-healing, optimization, and innovation discovery. Human-in-the-loop governance, source provenance, license enforcement, security, and operator control ensure that every meaningful change remains transparent, traceable, verifiable, and authorized. https://roxanneardary.com/sovereignmind/

PrePayGuard is an open source AI specification designed to help people keep payments on time while protecting their bank accounts from overdrafts and bounced checks. It monitors bills, statements, and payment deadlines, coordinates funding across authorized accounts, provides advance warnings, and keeps the human in control of financial decisions. https://roxanneardary.com/prepayguard/

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. https://roxanneardary.com/taskivo/

PurposeHarness is a universal, modular AI harness constructor that transforms natural-language requirements into adaptable, purpose-built harnesses for any industry, workflow, or environment, with integrated legal, governance, consent, security, and human-in-the-loop controls. https://roxanneardary.com/purposeharness/

Rahul Krishna builds Proofward and independent evidence-first products for verifiable agent workflows, startup signals, and price decisions.

Seven evidence-first tools for bounded AI-agent decisions, resumable runs, cross-agent handoffs, verification, and reviewable releases.

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. https://roxanneardary.com/nexalis/

Open Intelligence Stack (OIS) is a modular AI governance specification that structures intelligence systems into specialized, human-supervised modules with defined responsibilities, legal analysis, evidence scoring, and full provenance tracking. It is designed to ensure that every output is transparent, auditable, and accountable, enabling organizations to build AI systems where decisions are traceable from source to conclusion. https://roxanneardary.com/open-intelligence-stack/

Prudentia is an open source Enterprise Strategic Intelligence Platform that helps organizations make explainable, long-term business decisions by modeling risks, weaknesses, and downstream consequences before action is taken. It uses a human-in-the-loop design to build a complete understanding of a business before generating recommendations, ensuring that every strategy is stress-tested for resilience, customer impact, and market disruption. Prudentia is designed to eliminate blind spots, reduce boom-and-bust cycles, and create sustainable systems where business success and customer prosperity reinforce each other. https://roxanneardary.com/prudentia/

ChronicleCRM is an AI-native relationship intelligence platform designed to turn every lead, interaction, and decision into a fully traceable record. Built around natural language capture, prospect memory, and modular industry workflows, it combines CRM functionality with human accountability and auditable AI assistance. The system ensures that every recommendation is explainable, every action has an owner, and every workflow is transparent from input to outcome. https://roxanneardary.com/chroniclecrm/