Model overview
> **No matter your GPU. No matter your RAM.** With **~4.5 GB** of VRAM *or* unified memory free, you can run your own > private, offline coding **agent** right now. 🚀 v2 is the big **agentic** upgrade — it reads, reasons, *uses tools*, > and works through multi-step technical tasks before it acts. 🧠🛠️ All local, all yours, no API, no cloud. v2 is built for **coding + agentic** work — writing code, running commands, using tools, debugging, multi-step technical tasks. The clearest signal is **tau2-bench `telecom`**, an agentic tool-use benchmark whose *diagnose → fix → verify* loop mirrors real terminal/debugging work: → Roughly **3.5× higher** than the base model on technical-agentic tasks. 🎯 **Want the full story** — *why* telecom, *how* the two models fail differently, the honest caveats, and the trade-offs (including general knowledge)? **It's all broken down further below. 👇**
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。