I Built the Same Pre-Sales Agent Five Ways. RAG Lost to a Lookup Table.

Balagei G Nagarajan · Aug 3, 2026

An AI agent ran a real café for two months. Here is what it could not learn.

Balagei G Nagarajan · Jul 7, 2026

Failure Rates at 2 Agents vs. 5 Agents vs. 10 Agents: What the Data Shows

Balagei G Nagarajan · Jul 1, 2026

Why do agents declare the job done before verifying it worked?

Balagei G Nagarajan · Jul 1, 2026

Why do agents ignore inputs from peer and subordinate agents?

Balagei G Nagarajan · Jul 1, 2026

Why does role confusion get worse as you add more agents?

Balagei G Nagarajan · Jul 1, 2026

How does your agent topology — manager-worker or debate — change what breaks?

Balagei G Nagarajan · Jul 1, 2026

How can an AI agent be used as a proxy to attack connected systems?

Balagei G Nagarajan · Jul 1, 2026

How does "not invented here" thinking slow AI agent adoption?

Balagei G Nagarajan · Jul 1, 2026

The Hard 70 · Pavamana AI Labs