headroom-estimation
Estimate theoretical/practical ceiling vs current SOTA gap
DeepseekModel
官方收录技能
质量 优秀 · 78
v1.0.0
获取
https://deepseekmodel.com/api/download.php?id=yogsoth-ai-de-anthropocentric-research-engine-skills-headroom-estimation-skill-md&format=skill
下载 .skill
标准格式，含 system_prompt 与 model_config，导入任意 Agent 框架即可使用
.skill 文件中 system_prompt 字段的实际内容。
name headroom-estimation description Estimate theoretical/practical ceiling vs current SOTA gap execution subagent prompt ./prompt.md input task_name, current_sota, human_performance, theoretical_bounds Headroom Estimation Purpose Quantify the remaining improvement potential for a task by estimating various performance ceilings and computing the gap between current SOTA and those ceilings. Distinguishes between theoretical limits (information-theoretic), practical limits (current paradigm), and human performance baselines. Input Schema Field Type Description task_name string The target task current_sota object {method, score, metric, dataset, date} human_performance object {score, conditions, source} or null theoretical_bounds object {bound_type, value, derivation} or null Output Schema { "task" : "string" , "dataset" : "string" , "metric" : "string" , "ceilings" : { "theoretical" : { "value" : null , "type" : "information_theoretic|bayes_optimal|combinatorial" , "derivation" : "string" , "confidence" : "high|medium|low|speculative" } , "human" : { "value" : null , "conditions" : "string" , "source" : "string" , "is_expert" : true , "confidence" : "high|medium|low" } , "practical" : { "value" : null , "assumptions" : "string" , "based_on" : "string" , "confidence" : "medium|low|speculative" } } , "headroom" : { "vs_theoretical" : null , "vs_human" : null , "vs_practical" : null , "interpretation" : "string" } , "saturation_assessment" : { "status" : "saturating|active_progress|early_stage|unknown" , "evidence" : "string" , "years_to_human_parity" : null } }
Agent 识别该技能的关键词，点击任意一个即可复制。
该技能未提供触发词。
下载的 .skill 包内含以下字段。
| 字段 | 说明 |
|---|---|
| format | 格式标识（skill/v1） |
| skill_id | 技能唯一 ID |
| name | 技能名称 |
| version | 版本号 |
| description | 技能描述 |
| category | 所属分类（数组） |
| trigger_words | 触发词列表 |
| tags | 标签列表 |
| source | 来源标识 |
| source_url | 来源链接（本页地址） |
| exported_at | 导出时间（每次下载生成） |
| system_prompt | 系统提示词正文 |
| model_config | 模型参数：provider / model / temperature / max_tokens / top_p |
| examples | 示例 |
| install_guide | 各平台导入说明（Coze / Dify / Claude / 自定义框架） |
