Built-in tool implementations: file I/O, web scraping, PDF, CSV, HTTP, shell, email, database

Artifacts using SwarmAI Tools (2)
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Self-evaluating swarm, competitive benchmarks, and agent evals for continuous framework improvement
Last Release on May 25, 2026
Retrieval-Augmented Generation primitives exposed as SwarmAI tools: Lucene-backed vector store, document ingestion (chunk + embed + write), paper download from HTTP, and academic search adapters (Semantic Scholar, OpenAlex, ...
Last Release on May 25, 2026
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