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tool calling

A collection of 2 posts
llama.cpp Is Quietly Becoming the Local Agent Runtime, One API Compatibility Fix at a Time
ai-models

llama.cpp Is Quietly Becoming the Local Agent Runtime, One API Compatibility Fix at a Time

The most important local-AI releases increasingly look like schema chores. That sounds dismissive until an agent stack breaks because a JSON field is missing. llama.cpp release b9763 adds an item-level id field to llama-server Responses API function-call outputs. Six additions, three deletions, one changed file in the relevant PR.
22 Jun 2026 4 min read
LedgerAgent Turns Agent Memory Into a State Machine Instead of a Vibes Drawer
ai-models

LedgerAgent Turns Agent Memory Into a State Machine Instead of a Vibes Drawer

The most believable agent-safety paper this week is not trying to give agents a better conscience. It gives them a ledger. That is the correct level of ambition. Tool-calling agents fail in production less like evil geniuses and more like under-specified junior operators with amnesia: they forget what they observed,
19 Jun 2026 4 min read
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