LOCAL BUNDLE
CodeSync Knack decision model
CodeSync Knack is a local bundle for 29 fixed judgments about tasks and shell commands. Read its reported results and cloud fallback limits.
By DevsHub · Hugging Face package release: 4 Nov 2026
A local CodeSync bundle with 29 fixed judgments about user turns and shell commands. The same v3 release now includes Q8_0 and Q4_K_M GGUF files plus a standalone Python runner for Ollama. Unsupported questions inside CodeSync go to its cloud judgment service. No model licence is supplied.
Quick answers
What is CodeSync Knack by DevsHub?
CodeSync Knack: A local CodeSync bundle with 29 fixed judgments about user turns and shell commands.
Who makes CodeSync Knack?
Facts
- Questions
- 21 turn judgments and 8 shell-command judgments
- Access
- CodeSync bundle; standalone Ollama runner and GGUF files
- Licence
- Not specified in the card or file inventory
- Runtime
- Ollama makes one request per question; the built-in runtime answers a turn in one forward pass
Claims and sources
- DevsHub reports 97.9% on 233 hand-labelled decisions, 95.5% on 3,267 held-out session decisions and 93.7% on 4,120 rare cases. Its 13 ms median is measured on an unspecified laptop GPU. The card does not establish general question-answering performance. vendor reportedsource
- The maker reports Ollama Q8_0 accuracy 97.9%, 95.7% and 93.6% on the 233, 3,267 and 4,120-decision sets, with about 80 ms median per eight-question command on a laptop GPU. These are serving-format checks of v3, not a newly established trained checkpoint. The runner only classifies the supplied command; it never executes it. vendor reportedsource
Links
Source: Card and bundle → Source: Standalone runner →
Related projects
No related projects are listed in the registry.