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raullenchai

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Rapid-MLX
The fastest local AI engine for Apple Silicon. 4.2x faster than Ollama, 0.08s cached TTFT, 100% tool calling. 17 tool parsers, prompt cac...

Python · 3826 stars

Beginner friendly Everything

Open All

telemetry: a canonical HF_ENDPOINT string does not prove the bytes came from huggingface.co (TLS-intercepting proxy) Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

raullenchai/Rapid-MLX#3624 · Opened Sep 21, 2026
telemetry: pin which string emitters pass to quant_token (alias and hf_path disagree for 36 catalog entries, in both directions) Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

raullenchai/Rapid-MLX#3610 · 1 comment · Opened Sep 20, 2026
telemetry store: decide what to do with a newer-than-known schema version Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

raullenchai/Rapid-MLX#3607 · Opened Sep 20, 2026
Prefill: skip unread prefill logits and dequantize wide quantized weights once per matmul (mlx-dspark, MIT); CPU co-prefill as opt-in Open

enhancement

Difficulty 5/5 Over a week Newbie friendliness 38/100

raullenchai/Rapid-MLX#3157 · Opened Sep 6, 2026
Teach Rapid: local, verifiable desktop workflow MVP Open

desktop-app enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

raullenchai/Rapid-MLX#3094 · Opened Sep 5, 2026
feat(share): `--quicksilver` mode to contribute a Mac to the QuickSilver compute pool Open

Difficulty 5/5 Over a week Newbie friendliness 35/100

raullenchai/Rapid-MLX#3040 · 1 comment · Opened Sep 4, 2026
feat(engine): lossless draftless n-gram decoding for hybrid Flash-Next Open

engine/server

Difficulty 5/5 Over a week Newbie friendliness 28/100

raullenchai/Rapid-MLX#2561 · Opened Aug 28, 2026
chore(engine): 0.13.1 train-6 review P2 bundle (Flash-Next memory gate, QSA host syncs, local-path keep_then_commit, replacement window, measured-bytes credit, dead mlx_vlm stream rebind) Open

engine/server

Difficulty 5/5 Over a week Newbie friendliness 28/100

raullenchai/Rapid-MLX#2464 · Opened Aug 26, 2026
Harden Qwen4-Exp conversion and parity reference validation Open

engine/server enhancement WIP

raullenchai/Rapid-MLX#2453 · 1 assignee · Opened Aug 26, 2026
Desktop: present role-aware memory conflicts and validate the full voice conversation matrix Open

bug desktop-app

Difficulty 5/5 Over a week Newbie friendliness 35/100

raullenchai/Rapid-MLX#2306 · 3 comments · Opened Aug 24, 2026
test(mac): build a layered, fast, high-coverage GUI automation system Open

desktop-app enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

raullenchai/Rapid-MLX#2254 · 4 comments · Opened Aug 23, 2026
CI throughput and quality: risk-routed PR gates, merge validation, and stronger coverage Open

ci/release enhancement

Difficulty 5/5 Over a week Newbie friendliness 25/100

raullenchai/Rapid-MLX#2252 · 5 comments · Opened Aug 23, 2026
perf(mtp): 85% acceptance yields only ~5% e2e decode speedup on qwen3.5-9b-4bit (chain MTP, B=1) Open

research

Difficulty 4/5 3-5 days Newbie friendliness 48/100

raullenchai/Rapid-MLX#2175 · Opened Aug 20, 2026
research: optimize long-context prefill on Apple Silicon Open

benchmark difficulty: hard enhancement research

Difficulty 5/5 Over a week Newbie friendliness 30/100

raullenchai/Rapid-MLX#2165 · 1 comment · Opened Aug 20, 2026
Consider restoring the rule[lazy] value rule to regain the XML tool-grammar constraint for the common case Open

engine/server

Difficulty 5/5 Over a week Newbie friendliness 38/100

raullenchai/Rapid-MLX#2001 · Opened Aug 17, 2026
Self-hosted release runner (launchd LaunchAgent) throttles GPU → Tier-1 gate large-ctx prefill ~100x slower Open

ci/release

Difficulty 4/5 3-5 days Newbie friendliness 48/100

raullenchai/Rapid-MLX#1363 · Opened Jul 31, 2026
G12 fleet debt: agentic-weak / reasoning models in the random-coverage pool Open

research

Difficulty 5/5 Over a week Newbie friendliness 35/100

raullenchai/Rapid-MLX#1331 · Opened Jul 30, 2026
feat: migrate legacy reasoning/tool parsers to token-level OutputRouter Open

engine/server enhancement good first issue

Difficulty 4/5 3-5 days Newbie friendliness 45/100

raullenchai/Rapid-MLX#63 · 6 comments · Opened Apr 6, 2026

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