Insights

Field notes from the build desk.

Short pieces on applied AI — agent design, automation, data, and what actually holds up in production. Written by the people who build it.

When an agent beats a workflow — and when it doesn't.

Agents

May 2026

When an agent beats a workflow — and when it doesn't.

Determinism versus judgment. If the steps never change, you want a workflow. If the input is messy and the right next action varies, you want an agent. Here's how we draw the line in practice.

8 min read

The five tasks every small team should automate first.

Automation

April 2026

The five tasks every small team should automate first.

Lead routing, inbox triage, report assembly, data sync, and status nudges. The five highest-leverage automations, why they pay back fastest, and the order we usually ship them.

11 min read

RAG that actually retrieves: notes from building grounded assistants.

Data

April 2026

RAG that actually retrieves: notes from building grounded assistants.

Most retrieval failures are chunking and metadata problems, not model problems. What we changed to get assistants answering from the right source instead of confidently making things up.

6 min read

Agents

March 2026

Guardrails that hold: scoping an agent so it can't go off the rails.

Tool allow-lists, output validation, review gates, and the audit trail that lets you trust an agent in production. The boring layer that makes the impressive part safe to ship.

7 min read

Data

March 2026

The unglamorous work that keeps a data pipeline trustworthy.

Deduping, validation, retries, and schema-change handling. Nobody demos these — and they're the difference between a pipeline you rely on and one you quietly stop trusting.

9 min read

The hand-off is the product: designing the moment an assistant calls a human.

Assistants

February 2026

The hand-off is the product: designing the moment an assistant calls a human.

An assistant that never escalates is a liability. How we design the escalation path, what context travels with it, and why the hand-off is where customers decide whether they trust you.

5 min read

Dashboards that explain themselves: pairing live data with plain language.

Analytics

February 2026

Dashboards that explain themselves: pairing live data with plain language.

A chart shows what changed. A good system tells you why and what to do about it. How we layer narrative and alerting on top of live metrics so the morning check takes thirty seconds.

8 min read

Why we take no referral commission, no vendor rebate, no kickback.

Methodology

January 2026

Why we take no referral commission, no vendor rebate, no kickback.

A short note on the structural reason our tool recommendations look different from the affiliate-driven AI internet — and why owning what we build matters more than the markup we skip.

4 min read

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