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Shrivu Shankar

As seen in: Amazon Web Services, ZDNet
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Articles

Abnormal AI: Amazon Bedrock AgentCore for agentic email security at scale

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By Aswin Vasudevan, Felipe Lopez, Shrivu Shankar
| Amazon Web Services
AI agents now run in production at a scale of billions of operations a day, and a recurring architectural pattern has surfaced: agents need a compute scratch pad. Not only for coding tasks, but for data aggregation, analysis, verification, and any workflow where semantic reasoning alone isn’t enough. Abnormal AI, a behavioral security service that protects more than 25 percent of the Fortune 500, has deployed Amazon Bedrock AgentCore Code Interpreter, a capability of Amazon Bedrock AgentCore.
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Exploring Claude/GPT Knowledge Cutoffs & Pre-training Timelines

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By Shrivu Shankar
| blog.sshh.io
We can learn hidden facts about how frontier models were trained by “probing” them with carefully curated requests.
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How AI Productivity Fails

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By Shrivu Shankar
| blog.sshh.io
Most AI users today get ~10–20% more productive no matter how “game changing” they claim it is or how many lines of code they output. Yet, I still think 2x or even 10x+ is both real and reasonably expected. Real transformation requires two changes at once: personal practice and organizational refactoring. Whether the output lands as 10x leverage or 10x slop depends on the practice and the org around it.
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