AI agents, automation & knowledge systems
From orchestration and tool use to evaluation, observability, security, and turning scattered information into reusable context.
Aug 01, 2026 · 4 min read
Agent density is not operational efficiency
Running more agents on one VM matters only when failure rate, queue time, and cost per completed task are measured with it.
Aug 01, 2026 · 4 min read
Sales agents cannot fix fragmented CRM data
Agents can accelerate research and follow-up, but duplicates, missing fields, and inconsistent pipeline definitions will amplify error.
Jul 30, 2026 · 5 min read
Autonomous agents need boundaries outside the prompt
A research note on why tool permissions, network egress, credentials, checkpoints, and human review must carry the safety load.
Jul 20, 2026 · 7 min read
Building an Olist Ecommerce Analytics Agent with Google ADK and agents-cli
A firsthand look at an Olist and BigQuery multi-agent system: specialist routing, query guardrails, and what two local evaluation suites did and did not prove.