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What 64,000 gun store listings taught us about parsing product titles

If you compare prices across stores, sooner or later you have to answer a boring question: are these two listings the same product?

  • Researchers analyzed 64,000 gun store listings to develop a parser for product titles.
  • The parser outperformed NER models and LLMs in accuracy and cost efficiency.
  • The parser achieved 99.97% match rate for firearm models and 97.8% for ammunition calibers.

Verifying Intel TDX and NVIDIA GPU attestation from inside a rented VM, and what it can't prove

I run a small confidential GPU cloud. We rent Intel TDX virtual machines with an H100, H200 or RTX PRO 6000 Blackwell passed through, and customers kept asking the only question that matters: how do I…

  • Voltage-verify tool verifies enclave authenticity inside rented VMs.
  • Manifest with random challenge used for kernel TDX interface quote verification.
  • NVIDIA GPU attestation via Remote Attestation Service, both proofs share same challenge.

Connecting a Legacy System to a New Web App: A Practical Integration Checklist

Most new business apps do not start on a blank slate. They have to talk to an old ERP, an accounting package, a government portal or a third-party service that nobody wants to touch.

  • Map all systems and owners before coding
  • Design integrations in separate modules with adapter layer
  • Test with realistic volumes, keep credentials secure

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