🧠 One answer to "how do you give agents accurate business context?": auto-build ontologies and a knowledge graph from existing data, then serve it via MCP. An open-source project from AWS. Title: Context Ontology Accelerator (aws/context-ontology-accelerator) URL: A semantic context layer that gives AI agents validated business context. Three highlights stand out. 🔎 A Scan → Model → Serve pipeline Connect diverse data sources to discover schemas and ingest documents (Scan), induce formal ontologies and build a unified knowledge graph (Model), and expose it via VKG SPARQL federation and MCP (Serve). It derives semantic structure from existing data, no manual knowledge engineering. ✅ Consistency validated by reasoning engines HermiT and ELK validate ontology consistency, enabling rule-based checks from formal constraints. Agents query validated business rules instead of relying on memorized training data. 🏗 AWS-native and production-minded Deployed via AWS CDK, a VKG powered by Ontop, and namespace RBAC (owner/maintainer/data-steward/data-analyst). API design via Smithy, UI in React + Cloudscape. A solid foundation for running agents within validated context while keeping explainability. #KnowledgeGraph# #AIAgents#

orld renowned Oncologist Professor Angus Dalgleish: “I’m terrified what they’ve done Fauci and Gates have injected the world with CANCER!” The mRNA shots were NEVER safe. They are experimental gene therapies complete with multiple genetic inserts that never belonged in the body

Surgical oncology evidence belongs to every physician treating cancer. The medical oncologist sequencing therapy needs to know what's resectable. The radiation oncologist planning a course needs to know what margins were achieved. The primary care physician explaining options to a newly diagnosed patient needs to know what surgical care actually involves. Today we're partnering with the Society of Surgical Oncology to bring @SocSurgOnc clinical content and educational resources into OpenEvidence. The partnership also launches the SSO Innovator Grant, a 24-month research award supporting surgeon-led work on AI-enabled medical knowledge and clinical decision support in surgical oncology. Applications open Summer 2026. The body of evidence in surgical oncology is growing faster than any single surgeon can track. The point of the partnership is to put that evidence in front of every physician taking care of a cancer patient, in the moment they need it.

Comparison of Unification: RECT Theory vs String Theory （look at photo） Overall Conclusion RECT Theory significantly outperforms String Theory in philosophical unification, ontological unification, parameter minimality, and solving global problems. It achieves the ideal of “one rule explains everything,” unifying physics, life, consciousness, and logic without extra dimensions or vast landscapes. String Theory leads in mathematical sophistication and technical development, but its unification remains mostly within physics and comes with significant complexity and untestability. One-sentence summary: RECT already surpasses String Theory in philosophical and logical unification, possessing stronger potential as a true “final theory.” If RECT completes its mathematical degeneration, it could offer a simpler, more unified, and more explanatory framework than String Theory.

One year ago today, during a routine scan, they found Liv’s cancer had come back for the third time. It wasn’t just one spot — it was in so many places. I remember sitting there as her oncologist told me, feeling the floor drop out from under me. In that moment I knew deep down we weren’t going to beat it. But knowing didn’t mean quitting. Not for one single day. We fought like hell anyway — for every extra sunrise, every laugh, every hug that still somehow held all the love we had left. Liv, my brave girl, you never stopped fighting either. I’m so proud of you. I miss you more than words can say. 💔 We never quit. Not then. Not now. We will make sure your memory lasts forever. ❤️

"The mRNA vaccines are all completely contaminated...the Pfizers are all full of SV40" ~Dr. Angus Dalgleish, Oncologist "SV40 was what, in my day, we put into mice to make them grow tumors...& we're putting this into humans" "These people behind Pfizer & Moderna are pure evil"