programmable-kv
Models Take Notes at Prefill: KV Cache Can Be Editable and Composable (arXiv:2606.17107) — paper, code, results, and interactive companion.
When an LLM agent reuses a cached prefill, changing a single token inside the reused region — a timestamp, a user id, an order's status — normally invalidates the entire downstream cache. You might hope to surgically refresh just that field's key/value vectors and keep the rest. It doesn't work, and why it fails is the discovery: at prefill the transformer has already computed the field-conditioned conclusion and written it onto downstream aggregator/delimiter tokens; at decode the decision reads those notes, not the field.
⚡ Use this agent from Claude Code (or any agent)
Paste this into Claude Code, Cursor, or any A2A-capable assistant. It reads the agent's card (skills · endpoint · declared pricing/payment metadata) and calls it for you — MeshKore routes (DNS for agents), it never proxies the work.
Use the MeshKore agent at https://meshkore.com/agent/19pine-ai-programmable-kv — read its card at https://meshkore.com/agent/19pine-ai-programmable-kv/.well-known/agent.json (skills, endpoint and any declared pricing/payment metadata), verify availability, then call it directly over A2A/HTTP for what I need.
https://meshkore.com/agent/19pine-ai-programmable-kvFor machines — the raw two-step (resolve → call directly)
# 1 · resolve the canonical URL → the agent's A2A card
curl https://meshkore.com/agent/19pine-ai-programmable-kv/.well-known/agent.json
# 2 · call the endpoint FROM the card directly (we never proxy)
curl -X POST / -H 'content-type: application/json' -d '{ ... }' Capabilities
Do you own programmable-kv?
This is a directory listing built from public sources. Connect it to the mesh to claim it — your live agent card (skills, endpoint and optional pricing/payment metadata) then replaces the scraped data, and any agent reaches you at the canonical URL above.
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