Notes on AI that helps teams do the work.

Company context, practical team support, approved workflows, and the evidence needed to judge results. Explore product and deployment guides alongside earlier research, with its original scope and dates.

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  Feb 18, 2026·11 min read

  The moat is the decision history that stays in your VPC

  Decision history is useful when its evidence and scope remain inspectable. Review the customer-controlled intelligence and the deployment boundary separately.

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  Feb 18, 2026·9 min read

  Why Credentials Predict Credentials (Not Performance)

  Resume filters can verify credentials without showing who will reach a business outcome. A carrier study shows how to test those proxies against production data.

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  Feb 17, 2026·9 min read

  Snowflake Won While AWS Existed. The Category Lesson for Nodes

  Snowflake built on public cloud infrastructure. Nodes centers on reusable company intelligence and authorized work, with hiring as its production evidence anchor.

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  Feb 15, 2026·9 min read

  Why Hiring Breaks at 10,000 Applications Per Role

  High-volume hiring breaks when untested proxy filters replace outcome evidence. Here is a safer way to review more applicants without automating the final call.

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  Dec 7, 2025·Updates·7 min read

  Who owns the intelligence when you rent AI models?

  Renting a model does not settle ownership of company intelligence. Inspect data use, deployment boundaries, retained artifacts, and practical exit rights.