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Το Nexus διαχωρίζει το MCP tool routing από το βαρύ schema-prefill και δείχνει πού retrieval, compressed signatures και KV-cache splicing έχουν πραγματική αξία.
Η categorical AI phenomenology προτείνει Q-networks και category theory για first-person δομές, χωρίς να αποδεικνύει ότι τα σημερινά AI είναι συνειδητά.
CMB-0.4 shows what evidence is needed to prove that an AI agent is revising its criteria and not simply providing a better answer.
XKV transfers knowledge between AI agents via KV caches, reducing latency without a shared tokenizer. See the results, limitations, and terms for a secure pilot.
ACES evaluates AI skills in paired live tests and measures the skill lift along the agent's actual path.
Multimodal AI agents combine images, audio, video, and action. See how grounding, memory, permissions, and verification determine their reliability.
Τα world models μπορεί να αφορούν το περιβάλλον, τον agent ή την κοινή διαδικασία. Η σωστή διάκριση καθορίζει support, αξιολόγηση και ασφαλή λειτουργία.
SDAD shifts the focus from code generation to clear intent, independent verification, and human responsibility for the release.
