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helios-native-mlx-ab-profiling

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Aktualisiert30. Juni 2026 um 22:59

Profile and optimize Helios native MLX/C++ execution paths with A/B evidence, memory gates, and feature-flagged experimental kernels.

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Quelle

jscott3201

jscott3201/Helios

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Verwandte BerufeSOC

Basierend auf der SOC-Berufsklassifikation

SoftwareentwicklerInformatik- und Mathematikberufe·SOC 15-1252

SKILL.md

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name	helios-native-mlx-ab-profiling
description	Profile and optimize Helios native MLX/C++ execution paths with A/B evidence, memory gates, and feature-flagged experimental kernels.

Helios native MLX A/B profiling skill

Use this skill for native graph, MLX, Metal, KV cache, compressed attention, LoRA hot path, and prefill/decode optimization.

Rules

Establish baseline records before changing hot-path code.
Separate model load, prefill, decode, eval/synchronization, cache import/export, and server overhead.
Keep unsafe/FFI changes narrow and tested.
Avoid default-on experimental kernels.
Record p50, p95, p99, peak MLX memory, active KV bytes, and RSS.
Treat no-go reports as valid outcomes for high-risk ideas.

Red flags

Speedup measured only on repeated-token prompts.
Active memory reduction claimed when compressed payload is decompressed into BF16 active state.
MTP speedup claimed without acceptance and exactness evidence.
Server speedup measured through stub metrics.

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name	helios-native-mlx-ab-profiling
description	Profile and optimize Helios native MLX/C++ execution paths with A/B evidence, memory gates, and feature-flagged experimental kernels.

Helios native MLX A/B profiling skill

Use this skill for native graph, MLX, Metal, KV cache, compressed attention, LoRA hot path, and prefill/decode optimization.

Rules

Establish baseline records before changing hot-path code.
Separate model load, prefill, decode, eval/synchronization, cache import/export, and server overhead.
Keep unsafe/FFI changes narrow and tested.
Avoid default-on experimental kernels.
Record p50, p95, p99, peak MLX memory, active KV bytes, and RSS.
Treat no-go reports as valid outcomes for high-risk ideas.

Red flags

Speedup measured only on repeated-token prompts.
Active memory reduction claimed when compressed payload is decompressed into BF16 active state.
MTP speedup claimed without acceptance and exactness evidence.
Server speedup measured through stub metrics.