afm MLX 0.9.7 Adds Telegram and Grammar Tools
π‘macOS MLX update: Telegram remote chat + grammar-forced tool calls for reliable local inference
β‘ 30-Second TL;DR
What Changed
Telegram bot integration for remote model chatting
Why It Matters
Boosts macOS local LLM performance with remote access and better tool-calling reliability, appealing to developers optimizing inference without cloud. Increases accessibility for lower-quant models in production workflows.
What To Do Next
Install via 'pip install macafm' and test --enable-grammar-constraints with tool calls on a low-quant model.
Key Points
- β’Telegram bot integration for remote model chatting
- β’Prefix caching via radix tree for KV reuse across requests
- β’EBNF grammar constraints enforce valid XML tool calls
- β’Concurrent requests enable batch inference throughput
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Original source: Reddit r/LocalLLaMA β
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