Amap, JD Retail, and Xiaoying Technology share production architectures for marketing ROI evaluation, conversational analytics, and voice agents — all converging on making AI recognize its own epistemic limits rather than just chasing accuracy.
This article uses coffee brewing as a case study to define a reusable business ontology that distinguishes recipe versions, execution plans, actual brews, records, products, and evaluations, emphasizing traceable instance relationships, versioning, provenance, and constraint validation without conflating plan with actuals.
The article argues that enterprise knowledge for AI agents requires more than vector retrieval; GNOSIVELA provides a knowledge fabric that unifies documents, data, semantics, rules, and provenance with governance, distinguishing source facts, normalized knowledge, and task-specific projections to ensure explainable, permissioned, and timely knowledge access.
The 1955 Porsche 550 A‑0116 fetched €3.8 million at auction because its rare chassis, documented race victories, and meticulously preserved provenance create a verifiable, high‑density story that outweighs mere scarcity or legend.
The article explains software supply chain security by describing how source code becomes artifacts, the role of hashes and digital signatures, and how frameworks like SLSA and Sigstore provide attestations and trusted signing to ensure provenance and protect against tampering.
This article explains how to generate and verify software artifact provenance with the Witness framework in non‑GitHub ecosystems, covering installation, key creation, configuration, running, signing, and policy verification to achieve higher SLSA levels.
This article demonstrates how to apply the SLSA (Supply chain Levels for Software Artifacts) framework to the Python ecosystem by building clean packages, generating provenance statements, uploading them to PyPI, and verifying the package origin using GitHub Actions and the slsa‑verifier tool.
This article translates Google's SLSA framework paper, explaining software supply chain threats, the four SLSA levels, mitigation strategies, a provenance generation example, and concluding with its impact on software security, while also noting related DevOps certification offerings.
