Notes & write-ups

Field notes on AI automation & the web

Short, practical write-ups from real projects — AI video pipelines, agentic workflows, generative media tooling and the production websites that carry them.

⚙️ · 4 min read

GPT-6 Astra still needs boring engineering

GPT-6 Astra raises the ceiling for agentic computer use, but reliable client automation still depends on verification, tight permissions and cost control.

GPT-6 AstraAI agentsautomationMCP
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