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Earth From Orbit Is Unpredictable and Messy. Could 'Liquid' AI Clear the View?

Monitoring Earth from above is a messy, inconsistent business. Clouds can block a satellite view, the angle of the Sun can create huge shadows, and orbital paths might not take a system across the same general area for weeks. That inconsistency is hard to deal with for traditional software, and can even confuse standard deep learning algorithms. But, according to a new review paper by researchers…

Earth From Orbit Is Unpredictable and Messy. Could 'Liquid' AI Clear the View?

We haven't written up this one. Universe Today has the full story — the link below goes straight to it.

Read the original at universetoday.com →

More in AI

Will AI Take Software Engineering Jobs? Will AI impact software engineers?

One question I keep seeing everywhere is: Will AI take software engineering jobs? Based on what I’m observing, I look at it a little differently.

  • AI can significantly boost software engineers' productivity by solving problems 10 times faster.
  • Overreliance on AI may hinder engineers' ability to solve problems independently.
  • Companies may need both engineers and AI platforms to maintain current work output.

How I stop an LLM from hallucinating in production (RAG + entity-match + MCP)

How do you make an LLM answer questions about real-world entities — companies, people, records — without it confidently making things up?

  • LLM never recalls information from memory, only tool calls provide facts
  • Entity-match verification checks exact identifiers and normalized names
  • Fail-closed policy ensures honest admission of "I don't know" when no verified records found

Muse + Vilix AI: Every AI I Use Now Shares One Memory

I use too many AI tools. ChatGPT for brainstorming, Claude for writing and code, Cursor when I am deep in a repo, and Muse on my phone when I am away from my desk. Each one is good at its job.

  • Muse and Vilix AI collaborate to create shared memory layer for AI tools.
  • Vilix AI uses MCP (Message Control Protocol) as open standard for connection.
  • Connection process takes about two minutes, enabling seamless AI tool usage.

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