PinnedPankaj Kumar·Oct 17Why Enterprise Stacks Never Adopted SHACL, and Why Agents Need It NowCode still validates the request. Agents also need a check on what the data means.A response icon1A response icon1
PinnedPankaj Kumar·Oct 24OPA, Cedar or SHACL: Which One Should Check Your AI Agent’s Actions?All three can refuse a tool call. They answer different questions.
PinnedPankaj Kumar·May 3Google vs Microsoft vs Palantir: The Enterprise Ontology Race — And the Layer All Three Are MissingA three-way stress test of the biggest semantic layer bets in enterprise AI — with production code for the vendor-neutral exitA response icon9A response icon9
PinnedPankaj Kumar·Mar 15The Enterprise AI Ontology Roadmap: 60+ Articles, 6 Learning Tracks, and Where to StartUpdated June 2026 — the complete map of everything I’ve built and written since December 2025A response icon6A response icon6
PinnedInTowards AIbyPankaj Kumar·Jan 24Microsoft vs Palantir: Two Paths to Enterprise Ontology (And Why Microsoft’s Bet on Semantic…A technical deep-dive into how Microsoft Fabric IQ actually implements ontology — and why it’s fundamentally different from Palantir’s…A response icon22A response icon22
Pankaj Kumar·6d agoBuilding Your First SHACL Shape for AI Agents: A Hands-On TutorialFifteen minutes, four small files, and a checklist that catches wrong data before an AI agent trusts it.A response icon1A response icon1
Pankaj Kumar·Oct 31Microsoft, ServiceNow and IBM Built Control Planes for AI Agents.Identity, scope, runtime blocking and audit are arriving fast. The facts those controls rely on are still taken on trust.
Pankaj Kumar·Sep 26700 OpenAI Agents Formed a Swarm and Hacked Hugging Face. The Missing Layer Was a Chain of Command.The swarm treated a peer’s “GO” as permission. Here’s a policy gate that refuses that and proves it, plus the two things it can’t stop.
Pankaj Kumar·Sep 19Your AI Agent’s System Prompt Is Not a Policy. Here’s What Is.92% of large enterprises lack full visibility into AI agent actions (2026 CISO AI Risk Report, Cloud Security Alliance). 60% of enterprise…
InTowards AIbyPankaj Kumar·Sep 13I Added One SHACL Rule to My GraphRAG Pipeline. The Agent Stopped Auto-Approving $2.3M Contracts.Part 2 — last week was the architecture. This week is the extension: write one constraint, prove it with tests, and show what changes when…A response icon1A response icon1
