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knaif

blackdeep

Fine-tuned **Qwen3** models for knaif, a local command-line tool that turns a request like *"compress holiday.mp4 for whatsapp"* into a strict JSON **action plan** (`{"plan": [...]}`). Deterministic code then validates, expands, confirms and executes the plan through skill packages. **The model only proposes the plan**; it never runs anything itself. Public names (`v1`, `v2`) are release versions and move by one per publication. The fine-tune cycle is internal provenance. Older files stay here, so a pinned install keeps working. A knaif release is bound to the models it was tested with; its bundled manifest names them, and `knaif` downloads the recommended one on first run.

Input Text→ Output Text
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How should API prices be compared?+

Separate input, output and cache rates, then estimate the same workload. Image, audio and video rates may use items, duration or resolution rather than tokens.

Do open weights mean free commercial use?+

Not necessarily. Check each version’s license, commercial restrictions and policies. Self-hosting also incurs compute and maintenance costs.

Is the top-ranked model the best for me?+

Rankings depend on tasks, versions and methods. Compare accuracy, latency, reliability and costs on your own workload.

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