Unify in architecture, not in details. The parameters/activations will be different.
TECHNOLOGY
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MACROHARD: The Superior AI Software Company Alternative
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MACROHARD, the much stronger AI equivalent of that other software company!
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The Switch That Controlled Early ARPANET Internet
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This switch turned off 1/3 of the Internet. Or at least it did in the earliest days of ARPANET in 1970, where it controlled the key BBN node in Boston. For better or worse, it no longer works (I tried flipping it when I visited the company).
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Amazon Expands AI Device Lineup with Alexa+ Assistant
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7. Amazon doubles down on AI devices A refreshed Echo lineup, Fire TV with Vega OS, Kindle Scribe Colorsoft, and “Alexa+”—a proactive AI assistant with memory and multitask workflows.
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Automated CI/CD with AI Improvements
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Imagine running the "make it better" prompt on a loop via Jules that is connected to a full CICD and deploys to prod on PR merge. Full scoop
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Google’s Jules Agent to go fully autonomous
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BREAKING : Google is working on a Fully Autonomous mode for Jules Agent. "Generate and run a plan fully autonomously, including branch publishing, PR creation and merging." No more human in the loop
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ARPANet: 58 Years of Computer Network Innovation
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58 years ago, Larry Roberts presented his idea for an "ARPANet" for connecting multiple computers together across the United States. Full paper: https://
shorturl.at/6uMNq -
AI as intermediary layer: subsampling over AI integration
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AI would be an added layer between you and reality. In case the volume is too great (I doubt it), I'd much rather subsample/skim before I tried to add AI.
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Negative examples in prompt engineering
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Sixth technique: constraint specification using negative examples.
Don't just say what you want. Say what you don't want. Standard approach: Write a professional email. Anthropic's method: Write a professional email that:
– Is concise (under 150 words)
– Has a -
Complete Examples vs Fragments
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Fourth pattern: examples are structured as complete documents, not fragments. Most people do this: Example: The cat sat on the mat. Anthropic does this: Translate "The cat sat on the mat" to French – "The cat" = "Le chat"
– "sat" = past tense of "sit"