MS

~ views are personal. retweets are not endorsement ~

[MS @manishwar]

Graph Engineering: Create a workflow where one agent retrieves documents, another extracts clauses, another assesses legal risk, another verifies citations, and a final agent compiles the report.

[MS @manishwar]

The trend has shifted from prompt engineering to context engineering and increasingly graph engineering, because modern AI systems derive much of their capability from access to the right information, tools, and orchestration rather than from clever prompts alone.

[MS @manishwar]

Harness Engineering: Automatically retrieve documents, enforce confidentiality, log outputs, run evaluations, and validate citations.

Loop Engineering: Have the AI draft its analysis, critique its own work, fill in missing risks, and revise before presenting the final answer.

[MS @manishwar]

The United States wasn’t founded by one generation; it was built by people across a remarkable age range.

Youth brought bold ideas.
Experience brought judgment.
America needed both.

🇺🇸🇺🇸🇺🇸 Happy 4th. 🇺🇸🇺🇸🇺🇸

[MS @manishwar]

On America’s 250th anniversary 🇺🇸

The five Founding Fathers most Americans are likely to recognize:

[MS @manishwar]

Together, they symbolize the nation’s three defining achievements:

🇺🇸 Winning independence

📜 Declaring independence

🏛️ Building a constitutional republic

(Hamilton, John Jay and James Madison for The Federalist Papers).

[MS @manishwar]

Context drives the outcome.

#ContextualKnowledgeGraph
#ontology
#AIinEnterprise

[MS @manishwar]

Own the intelligence.

#modelweights
-#AIinEnterprise

[MS @manishwar]

Attention is precious.

[Andrew McCarthy @AJamesMcCarthy]

The full 368 megapixel photo has extreme detail and dynamic range, and quite close to how things appeared through my binoculars as the diamond ring popped out.

Here's a free high res mobile wallpaper and the limited edition print: https://t.co/AXtHQ9fYDB