BLOG
Engineering notes.
Technical notes that come out of the systems we build: local models, RAG architecture, access control, MCP. Field notes, not marketing copy.
What we publish
We do not run this blog to fill a content calendar. We write about the problems we hit while building a system and could not find an answer to online.
Every published post comes out of a real deployment, and where there are numbers we describe how they were measured. No client names, no identifiable case details, in any post.
GUIDE
What to check for Turkish when picking a local LLM
A criteria list and measurement method for choosing an open-weight model to run on-premises with Turkish workloads — tokenizer fertility, quantization arithmetic, effective context length, instruction following and your own evaluation set. No leaderboard, no verdicts. GUIDEWhat an MCP server is, and what it is not
MCP standardizes the protocol layer between a language model and the systems it needs to reach. This note walks through the architecture, the server primitives, and where authorization actually happens — plus four things MCP is not. ARCHITECTUREAccess control in RAG: who gets to see what
When corporate documents are handed to a RAG system, the existing permission model usually does not travel with them. An implementation note on which layer enforces access, how identity reaches the query, and when an entitlement change actually reaches the index.Don’t wait for the post. Ask us directly.
No deck needed. 20 minutes. The rest is up to you.