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@alpsakaci.com

Software engineer specializing in high-scale distributed systems, event-driven architecture, and vector search. Writing Go, designing for simplicity.

3 posts 1 photo
Are Harnesses Worth the Cost?

Naresh Jain compares coding agents building the same API service with and without a behavioral harness. A frontier model, GPT-6 Sol, passed every external evaluation either way. But a cost-optimized model, GPT-6 Luna, succeeded in only 3 of 10 unharnessed…

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