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Recent posts tagged compression

Level UI • 21 hours • in Articles • 9 min read
An MCP server is not a new API. It is a thin layer over the one you already have
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
7 Reactions 7 Comments
uglypeardata • Oct 17 • in Articles • 6 min read
I Moved Our Team's Documents On-Premise — and the Filing Nightmare That Followed Taught Me Somethi
I've always been the person in the room who pushes back on "just put it in the cloud." Not for ideological reasons, and certainly not because I enjoy being difficult. The reason was plain: our documents are the business. Client contracts, internal no...
post-cover-31510
  • compression
0 Reactions 0 Comments
uglypeardata • Oct 16 • in Articles • 5 min read
Building a Private RAG Pipeline That Doesn't Leak Patient Data
!http:// If you have ever wired up a retrieval-augmented generation system for a normal company, the healthcare version will feel familiar and then suddenly will not. The retrieval math is the same. The constraints are a different sport. This is a w...
post-cover-31299
  • rag
  • ai
  • compression
0 Reactions 0 Comments
uglypeardata • Oct 15 • in Articles • 4 min read
My AI assistant kept choking on huge PDFs. Here's what actually helped.
Maybe this is obvious to some of you but it drove me up the wall for weeks, so posting in case it helps someone else. I do a lot of contract and document work. My setup is basically an AI assistant that I talk to about files all day. The model is pl...
post-cover-31128
  • ai
  • mcp
  • compression
2 Reactions 0 Comments
deadlock.go • Apr 19 • in Articles • 9 min read
The Mechanics of Compression: How 100GB Becomes 25GB
The Mechanics of Compression: How 100GB Becomes 25GB In an era of 4K streaming and massive cloud databases, we often take for granted that a 100GB backup can be shrunk down to 25GB. It isn’t magic—and it isn’t just “squeezing” bits. It’s a careful pr...
  • compression
  • same
  • get
  • stream
  • (e.g.
2 Reactions 1 Comments
Tom Smithverified • 18 hours • in Articles • 9 min read
Developer Weekly Briefing — October 30, 2026
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
6 Reactions 3 Comments
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