The Multi-Agent Harvester (MAS Crawler) is an asynchronous, AI-native pipeline designed to ingest, filter, structure, and deduplicate practice problems from open-source repositories and web sources.
| Agent | Responsibility | Model Profile | Target Latency |
|---|---|---|---|
| 🕵️♂️ Scout | Binary relevance filter | Ultra-fast (Haiku / Flash-8B) | < 200ms |
| ⛏️ Extractor | Semantic schema & SQL parsing | High-context (Flash 2.5) | ~ 1.2s |
| ⚖️ Curator | Quality assurance & deduplication | High-reasoning (Sonnet 3.5) | ~ 2.5s |
Paste your own markdown with ```mermaid diagram blocks into the Source editor on the left to see instant live rendering.
The Multi-Agent Harvester (MAS Crawler) is an asynchronous, AI-native pipeline designed to ingest, filter, structure, and deduplicate practice problems from open-source repositories and web sources.
| Agent | Responsibility | Model Profile | Target Latency |
|---|---|---|---|
| 🕵️♂️ Scout | Binary relevance filter | Ultra-fast (Haiku / Flash-8B) | < 200ms |
| ⛏️ Extractor | Semantic schema & SQL parsing | High-context (Flash 2.5) | ~ 1.2s |
| ⚖️ Curator | Quality assurance & deduplication | High-reasoning (Sonnet 3.5) | ~ 2.5s |
Paste your own markdown with ```mermaid diagram blocks into the Source editor on the left to see instant live rendering.
The Multi-Agent Harvester (MAS Crawler) is an asynchronous, AI-native pipeline designed to ingest, filter, structure, and deduplicate practice problems from open-source repositories and web sources.
| Agent | Responsibility | Model Profile | Target Latency |
|---|---|---|---|
| 🕵️♂️ Scout | Binary relevance filter | Ultra-fast (Haiku / Flash-8B) | < 200ms |
| ⛏️ Extractor | Semantic schema & SQL parsing | High-context (Flash 2.5) | ~ 1.2s |
| ⚖️ Curator | Quality assurance & deduplication | High-reasoning (Sonnet 3.5) | ~ 2.5s |
Paste your own markdown with ```mermaid diagram blocks into the Source editor on the left to see instant live rendering.