How to Give an Agent Search Over Your Own Documents
Seventy-eight lines with no dependencies join a local embedding model, a vector store and MCP. The interesting part is n...
Guides & How-tos · Worked examples · Real numbers
Step-by-step how-tos, head-to-head comparisons and honest roundups — every guide worked through with current figures, then backed by a RECATOOLS calculator or AI-directory entry so you can act on it.
Seventy-eight lines with no dependencies join a local embedding model, a vector store and MCP. The interesting part is n...
MCP is JSON-RPC over a pipe. Sixty-two lines of dependency-free code, driven directly with the protocol — the handshake,...
A 46 MB model, running on your laptop, turns text into positions in space. The demonstration: a query whose only content...
Every retrieval tutorial says "point it at your vector database" and none of them tells you how to run one. One containe...
A USD 10,000 invoice raised in January and paid in August was worth 10.8 million more rupiah, and 141 fewer Singapore do...
This publication — the live site, a full staging copy, an error tracker and its own CI runner — is four cores and 16 GB...
Add up Amazon's published address file and you get 188 million. The real figure is 101,829,252, because the same block i...
A dropdown asks which region, and most people pick the familiar name. Measured from a server in Singapore, the closest r...
A page can be perfectly translated and still arrive as hollow rectangles, because rendering needs a font that contains t...
A form field capped at forty characters gives an English speaker forty and a Khmer speaker twenty-one, because the brows...
Write a prompt in Thai and it costs more than the same prompt in English — not because the model charges you differently...
The registry names a licence for only 15.5% of nodes and puts a bare filename in the field for 59.1% more. We opened 60...