Field Notes From Our AI Journeys

Insights, Updates, and Expertise in Agentic AI

All
Why Vector Search Fails on Fine-Grained Entities

Why Vector Search Fails on Fine-Grained Entities

Single-vector embeddings blur the details a query turns on. We ran the LIMIT benchmark against several retrieval setups to see where vectors break and where they don't.

How Do You Prove an Image Is Real in This AI Era?

How Do You Prove an Image Is Real in This AI Era?

Two standards claim to answer that - C2PA and SynthID. I signed images, broke them on purpose, and pushed them through WhatsApp, Lightroom and LLMs to see what actually survives.

Inside Wise Wednesdays: Chasing the 250ms Wall in Speech AI

Inside Wise Wednesdays: Chasing the 250ms Wall in Speech AI

Why live transcription feels slower the longer you talk, and how a new streaming encoder fixes it.

Beyond Coding: Claude Tested and Troubleshot Our customer's Enterprise Pipeline for 10 Hours

Beyond Coding: Claude Tested and Troubleshot Our customer's Enterprise Pipeline for 10 Hours

Beyond Coding: Claude Tested and Troubleshot Our customer's Enterprise Pipeline for 10 Hours

Semantic Search - The enterprise reality

Semantic Search - The enterprise reality

Enterprise semantic search is more than embedding magic...

MCP Past, Present, Problems and Possibilities

MCP Past, Present, Problems and Possibilities

Almost everyone in the LLM space would have heard about MCP...

Levels of search for enterprise users

Levels of search for enterprise users

Search is an inevitable part of any enterprise application...