Recent posts tagged pydantic

Level UI • 18 hours • in Articles • 9 min read
Somewhere in the last year, "do we need an MCP server?" joined the list of questions that arrive in a brief before anyone has said what the thing is for. It is usually framed as MCP vs API, as though the Model Context Protocol were a newer kind of AP...
post-cover-33074
  • ai
  • api
  • webdev
  • security
VEACESLAV • 2 days • in Articles • 8 min read
Three parts in, JobCopilot had layers that worked but couldn't talk to each other. Part 1 gave me a structured-output layer — ParseOk/ParseError as data. Part 2 gave me retrieval — buildcontext pulling the top-8 resume chunks for a job description. ...
post-cover-32792
  • python
  • ai
  • langgraph
  • pydantic
Sanskar Kharya • Sep 9 • in Articles • 3 min read
Multi-tenant applications have a way of turning simple endpoints into surprisingly complicated pieces of code. At first, tenant-specific validation seems harmless. You have two tenants with different limits, so you write something like: if tenant ...
  • python
  • fastapi
  • architecture
  • pydantic
Tom Smithverified • 15 hours • in Articles • 9 min read
Security dominated this week, but not in the usual way. Two active campaigns turned GitHub configuration files into attack surfaces. Researchers demonstrated that the built-in browsers inside AI coding tools can read your SSH keys. And at Oracle AI ...
post-cover-33104
  • agenticai
  • devsecops
  • github
  • localai
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