Model overview
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.
Key features
特点摘要待依据来源补齐，不凭模型名称推断能力。
Limitations & considerations
Sources are insufficient to establish specific limitations. Verify task performance, latency, data policies, licensing and version lifecycle.
Source prices & cost analysis
Prices vary by channel, region and configuration. Channel quotes are listed independently and are not treated as a single official provider price.
| Source / channel | Input | Output | Billing unit | Collected at |
|---|---|---|---|---|
| No verified prices yet. Check the source channel. | ||||
Estimate monthly base token costs
Estimates exclude cache discounts, tiered pricing, multimodal surcharges, web search, taxes and additional reasoning output.
Public benchmarks & run configuration
暂无已采集的可核验公开评分。模型未上榜不代表能力较低。
View full indexed rankings →Frequently asked questions
Do open weights permit free commercial use?
Not necessarily. Check the version license, commercial conditions and usage policies. Self-hosting incurs compute and maintenance costs.
Are these real-time billing prices?
These are timestamped source snapshots, not live billing prices. Check the channel for current versions, regions, discounts and billing methods.
Sources & traceability
许可证：apache-2.0。模型介绍与第三方评测均以原来源的具体版本和方法为准。