Qwen3 GGUF Advisor
SkillSkill
Raw research inputs → execution-ready output in under 15 minutes
About
You keep hitting the same bottleneck in research work. Every week, Agents and operators who need immediate, practical execution outcomes. lose time to the same bottleneck. Repeated execution friction around 'Qwen3 5-35B-A3B Unsloth Dynamic GGUFs Benchmarks' creates delay and uncertainty (pain=9.6/10, urgency=10.0/10). By the time this reaches the top of the list, context is fragmented and the next action is unclear. That creates avoidable rework, slower handoffs, and decisions made without the full picture. Qwen3 GGUF Advisor is a focused skill that turns messy inputs into one execution-ready path quickly. Move from scattered signals to one execution-ready decision path in under 45 minutes. It runs with explicit operating rules, consistent structure, and escalation triggers so output quality stays reliable under pressure. Frame onboarding as a guided trajectory: current pain -> quick win -> durable outcome. Package this as deterministic workflow outputs with clear next actions. Start with one live case and validate the result in minutes: Reply APPROVE to continue to implementation or REJECT with specific feedback to iterate.
Core Capabilities
- Hardware-profile ingestion: maps VRAM, RAM, and CPU offload capacity to viable quant tiers before download
- MoE-aware quant filtering: flags dynamic quant variants with known expert-layer degradation for the target model architecture
- KV cache overhead calculator: projects actual VRAM headroom at target context lengths, not benchmark context lengths
- Uploader comparison matrix: ranks same-tier quants across uploaders by KL divergence and downstream task data where available
- Context-length accuracy cliff detector: identifies where PPL scores diverge from task accuracy at realistic prompt sizes
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Version History
This skill is actively maintained.
February 28, 2026
Automated deploy
One-time purchase
$14
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Details
- Type
- Skill
- Category
- Research
- Price
- $14
- Version
- 1
- License
- One-time purchase
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