Tool-Surface Compression: Designing Systems for AI Agents
2,500 API endpoints. Expose every one of them as an MCP tool and you get, according to Cloudflare, 1.17 million tokens for tool definitions alone, before the
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ARTIFICIAL INTELLIGENCE
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AuthorMartin Buchleitner
Edmund Haselwanter
Juergen Brueder
Paul Strebenitzer
Matthias Theuermann
Marina Brooks
Infralovers Team
Theresa Wallas
Miriam Grainer
Jan Klare
Harness Engineering: Why the Frame Matters More Than the Model
It took me three iterations to implement a straightforward feature across two repositories. Not because the model was inadequate — same model, same task. The
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