Sifaka is an open-source framework that adds reflection and reliability to large language model (LLM) applications.
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Dec 4, 2025 - Python
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auditability
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A long-form article and practical framework for designing machine learning systems that warn instead of decide. Covers regimes vs decimals, levers over labels, reversible alerts, anti-coercion UI patterns, auditability, and the "Warning Card" template, so ML preserves human agency while staying useful under uncertainty.
product-design machine-learning risk ux uncertainty calibration governance warnings fairness accountability human-in-the-loop interpretability explainable-ai ai-ethics mlops systems-thinking responsible-ai counterfactuals auditability decision-systems
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Dec 20, 2025
This project integrates Hyperledger Fabric with machine learning to enhance transparency and trust in data-driven workflows. It outlines a blockchain-based strategy for data traceability, model auditability, and secure ML deployment across consortium networks.
machine-learning smart-contracts blockchain traceability consortium data-integrity hyperledger-fabric-network decentralized-machine-learning secure-ai ledger-based fabric-chaincode-go ml-lifecycle ai-governance auditability
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May 29, 2025 - Shell
Proof of Human Intent (PoHI) - Cryptographically verifiable human approval for AI-driven development
software-supply-chain autonomous-agents human-in-the-loop ai-agents zero-trust github-actions ai-governance agentic-ai auditability proof-of-human-intent
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Dec 30, 2025 - TypeScript
A framework that makes AI research transparent, traceable, and independently verifiable.
ai reproducible-research provenance open-science reproducible-science reproducibility zenodo attestation human-in-the-loop research-automation ai-workflow ai-workflow-optimization aiworkflow auditability cryptographic-signing falsifiability waveframe-labs
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Dec 29, 2025 - Python
Governance beneath the model. Custody before trust. Open for audit. Constitutional Grammar for Multi-Model AI Federations, Firmware Specification β’ Zero-Touch Alignment β’ Public Release v1.0
provenance ai-safety human-in-the-loop ai-alignment drift-detection trustworthy-ai ai-governance constitutional-ai ai-orchestration auditability governance-framework multi-model-systems human-in-the-loop-ai helix-ttd constitutional-grammar epistemic-labeling helix-ttd-ai-governance-compliance
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Dec 29, 2025 - Rich Text Format
Ethics-first, transparent AI. Built to be self-hosted by anyone.
open-source framework ai self-hosted provenance transparency ai-safety ethics interpretability explainable-ai ai-ethics responsible-ai human-centered-ai ai-assistant hippocratic-license reasoning-engine auditability
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Dec 29, 2025 - TypeScript
BLUX-cA β Clarity Agent core of the BLUX ecosystem. A constitutional, audit-driven AI helm that interprets intent, enforces governance, and routes tasks safely across models, tools, and agents.
ai orchestration safety governance ethics blux constitutional-ai llm-agents auditability ai-routing blux-ca outer-void
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Dec 15, 2025 - Python
A principal-level framework for governing AI-assisted decisions with accountability, auditability, and risk controls.
risk-management human-in-the-loop responsible-ai decision-intelligence ai-governance auditability model-oversight
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Dec 21, 2025 - Jupyter Notebook
Digital Native Institutions and the National Service Unit: a formal, falsifiable architecture for protocol-governed institutional facts and next-generation public administration.
formal-methods state-machines public-policy attestation govtech public-administration digital-government southeast-asia web4 design-science-research auditability trust-architecture digital-native-institutions national-service-unit status-function-ontology institutional-theory protocol-governance document-lineage programmable-trust institutional-innovation
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Dec 14, 2025
A governed system for translating applied AI research into auditable, decision-ready artifacts.
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Dec 27, 2025 - Python
Self-auditing governance framework that turns contradictions into verifiable, adaptive intelligence.
transparency formal-verification multi-agent-systems ai-governance auditability contradiction-metabolism governance-kernel epistemic-reset tessrax
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Dec 28, 2025 - Python
Not new AI, but accountable and auditable AI
platform ai standards policy interoperability multi-agent compliance ensemble-model fleets trustworthy-ai llm ai-governance multi-llm governence-compliance open-source-ai auditability ai-saftey
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Dec 21, 2025 - Swift
Winmem keeps Solana projects alive without maintainers.
docker open-source ai blockchain self-hosted rpc indexer web3 merkle-tree data-pipeline solana onchain auditability
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Dec 24, 2025 - TypeScript
omphalOS turns strategic trade-and-technology analyses into tamper-evident, "run packets" for inspector, counsel, and oversight review.
review commerce technology verification provenance trade lineage enforcement sanctions determinism oversight chain-of-custody deep-tech geoeconomics auditability defense-tech export-controls
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Dec 23, 2025 - Python
Deterministic, auditable ethical decision engine implementing the Sovereign Ethics Algebra (SEA).
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Dec 26, 2025 - Python
Governance, architecture, and epistemic framework for the Aurora Workflow Orchestration ecosystem (AWO, CRI-CORE, and scientific case studies).
reproducible-research provenance open-science aurora scientific-workflows attestation workflow-automation meta-research research-governance auditability epistemic-governance waveframe-labs deterministic-computing workflow-science transparent-research methodology-framework scientific-integrity
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Dec 28, 2025
Core Specification for the Audit-by-Design DSL - Human- and machine-readable domain-specific language (DSL) for defining, validating, and auditing atomic requirements (AFOs) in regulated software environments. Open specification, free to use and extend.
auditing validation dsl domain audit standards standard compliance domain-specific-language requirements-management governance requirements traceability requirement-specifications requirements-engineering policy-as-code secure-software-development auditability auditability-governance
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Dec 30, 2025 - TypeScript
Governance standard for public-interest analysis: civic integrity floors, boundary alerts, and high-risk decision gates to keep civic work neutral, auditable, and non-destructive.
standards civic-tech transparency governance accountability ethics risk-management neutrality public-interest auditability spark-nitt
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Dec 29, 2025
π₯ Emergent intelligence in autonomous trading agents through evolutionary algorithms. Testing zero-knowledge learning in cryptocurrency markets. Where intelligence emerges, not designed.
research reproducible-research evolutionary-computation multi-agent-systems evidence-based ablation-study complex-systems-analysis auditability
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Dec 30, 2025 - Python
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