General model by blackfrost-research · 127.49B parameters
Everything this chip runs, machine by machine: MacBook Pro 14" M5 Pro, MacBook Pro 16" M5 Pro, Mac mini M5 Pro
LING 3.0 FLASH ABLITERATED needs at least 43.9 GiB, more than the 20.6 GiB available for models, so it needs a Mac with more memory.
Specifications
Unvalidated forecasts for an 8K text context under a declared full-GPU scenario, at the lowest GPU bin sold with the chosen memory. Memory is reported as its components: exact artifact bytes and a KV allocation derived from a declared attention layout where the catalog carries them, a parameter proxy with no error bound where it does not, and the runtime's working memory, which a browser cannot measure. A fit is confirmed only when every component is known, so a model whose known memory fits reads "Fit unconfirmed" until ToolPiper measures it on your Mac, and one whose known memory alone exceeds the budget reads "Won't fit". Estimated speed ignores prompt length and prefill, and can overstate long-context performance. No measured speed error range is available. The recommendation score weighs declared preferences, not measured answer quality, and becomes a range where evidence is missing.
| Quantization | Memory | Speed | Verdict |
|---|---|---|---|
| Q8_0 | at least 124.7 GiB | Benchmark needed | Won't fit |
| Q6_K | at least 95.0 GiB | Benchmark needed | Won't fit |
| Q5_K_M | at least 80.7 GiB | Benchmark needed | Won't fit |
| Q4_K_M | at least 68.9 GiB | Benchmark needed | Won't fit |
| Q3_K_M | at least 57.0 GiB | Benchmark needed | Won't fit |
| Q2_K | at least 43.9 GiB | Benchmark needed | Won't fit |
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Unvalidated forecasts for an 8K text context under a declared full-GPU scenario, at the lowest GPU bin sold with the chosen memory. Memory is reported as its components: exact artifact bytes and a KV allocation derived from a declared attention layout where the catalog carries them, a parameter proxy with no error bound where it does not, and the runtime's working memory, which a browser cannot measure. A fit is confirmed only when every component is known, so a model whose known memory fits reads "Fit unconfirmed" until ToolPiper measures it on your Mac, and one whose known memory alone exceeds the budget reads "Won't fit". Estimated speed ignores prompt length and prefill, and can overstate long-context performance. No measured speed error range is available. The recommendation score weighs declared preferences, not measured answer quality, and becomes a range where evidence is missing.
Minimum Mac
Q2_K · benchmark needed · 69% RAM · Fit unconfirmed
Known memory leaves the good-fit margin free; the runtime's working memory is not measured.
Closest matches by use case and parameter count.
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