Model overview
Official GGUF quantizations for **OliviaRossi/Qwen3.5-9B-C3SM-SDM-Agentic-Coder**, a state-of-the-art 9B-parameter autonomous coding and multi-turn tool-calling model. Synthesized using **Curvature-Calibrated Spectral Consensus Merging with Sinusoidal Depth Modulation (C3SM-SDM)**, all multimodal and speculative MTP layers were surgically pruned to yield a pure, clean 32-block hybrid causal LM compatible with downstream `llama.cpp` runtimes and quantization schemes (`Q4_K_M`, `Q5_K_M`, `Q8_0`). Standard weight merging algorithms (SLERP, TIES, DARE) apply static global scalars across the entire network, causing representation drift, activation saturation, and degraded token logits. **C3SM-SDM** merges across four continuous harmonic waveforms:
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。