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LIVE LLM-DRIFT REPORT

Your AI is frozen in time. The world isn't.

Every model has a training cutoff. This page pulls the live present the moment you load it — and shows what your AI is confidently wrong about right now. Every figure is Ed25519-signed; verify any of it yourself.

reading the live present…
WHAT YOUR MODEL DOESN'T KNOW — THIS MINUTE

Frozen knowledge vs. the live present.

🤖 Trending AI model right now
Released after your model's cutoff — it has never heard of it.
🛡 CVE being exploited today
Actively exploited in the wild now; your model would wave it through.
Fastest AI API this minute
Measured live; changes hourly — un-guessable from training data.
🐍 Latest Python
Your model will quote an older version with total confidence.
Latest Node.js
Same story — stale, stated as fact.
🌐 …and 87 tools more
weather · flights · rates · sanctions · space
Every vertical where "what's true now" beats "what was true at training."
THE FIX

One endpoint. Your agent stops guessing.

Point any agent at the keyless MCP server and it pulls the verified present instead of hallucinating it — and every datapoint comes back Ed25519-signed, so the agent (or you) can prove it's real before acting. Drop-in for LangChain, CrewAI, the OpenAI Agents SDK & more, or hit it raw:

SHELL · keyless · what changed since your trainingCOPY
curl -s https://dynamicfeed.ai/v1/batch \
  -H "content-type: application/json" \
  -d '{"calls":[{"tool":"whats_changed_since_your_training","args":{}}]}'
why trust this page?

You don't have to. Every value above is fetched live from the keyless API and carries an Ed25519 signature + provenance (source, licence, timestamp). Check one in your own browser at /playground — flip a byte and watch it fail. We make the record verifiable; the truth of each upstream source is the source's.

STOP SHIPPING A MODEL THAT'S WRONG ABOUT TODAY

Give your agent the live present.

Keyless, signed, one line. Connect it, or verify it yourself first.

$ connect your agent fact-check a claim verify it live