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Preflight checks and collision prevention for local AI inference workloads

3 starsPython

Fleet Watch – preflight guard for local AI inference on Apple Silicon

by cjarchivist·Apr 14, 2026·2 points·1 comment

AI Analysis

●●●BangerSolve My ProblemBig BrainNiche Gem

GPU working set estimation catches memory overcommit before your 7B model swaps to SSD.

Strengths
  • Auto-discovery via lsof/ps means zero manual registration of running processes.
  • Working set calculation includes KV cache, activations, and framework overhead.
  • SQLite registry prevents port collisions and repo lock conflicts between agents.
Weaknesses
  • Apple Silicon only — Windows and Linux GPU users get nothing.
  • Niche audience: only matters if you run multiple local inference engines.
Target Audience

Developers running local LLMs on Apple Silicon

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