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I Tested SWE-1.6 on 18 Coding Tasks — Cognition Killed SWE-1.5 With Just Post-Training
Same pre-trained model. Same 950 tok/s. 40% fewer turns and 10 points past their own October flagship — for free, in Windsurf, starting… Continue reading on Towards AI
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Production-Grade Error Handling for Snowflake Data Pipelines Using LangGraph and Cortex AI
A four-class error matrix — transient, LLM-recoverable, user-fixable, and unexpected — mapped to the Snowflake + LangChain ecosystem. Complete with open-source LLM inference via Cortex AI, tested end...
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Built Netflix-Like Architecture Using Spring Boot Alone — Here’s Proof in 2026
Everyone said you need Kubernetes, AWS Lambda, and a 10-engineer DevOps team to build something like Netflix. I proved them wrong :— with… Continue reading on Towards AI
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