
Astra appears better at respecting boundaries. That is not the same as giving the model authority over those boundaries.
Software Engineer | Applied AI Researcher | AI Workflows & Automation
Engineer. Researcher. Builder. I'm a Software Engineer and Applied AI Researcher interested in building reliable software, experimenting with AI systems, and understanding the engineering decisions behind modern technology. I write about software engineering, AI, developer tools, automation, and technical research. My work combines practical engineering experience with curiosity-driven experimentation and evidence-based analysis. Publication: https://letinix.com Portfolio: https://mdazlaanzubair.com
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