HISHAM ASGHAR

Retries without idempotency create duplicates.

A webhook fires twice. An agent retries a write. Your CRM now has two contacts and two follow-ups. The dashboard still says green.

Before you add another AI step, lock three basics.

Use an idempotency key so the same event cannot...

Fast replies win freelance work.

On Contra and LinkedIn, the first clear response often sets the tone. A short scoping reply beats a perfect proposal that arrives tomorrow.

I keep a simple intake. Goal. Current tools. What is broken. Deadline. Budget band if they share it.

Then I...

Deduplication is the boring feature that saves revenue.

Two contacts for one buyer split history. Two Trello cards for one deal split ownership. Two CRM rows for one lead split follow-up.

Match on email and phone first. Add a short lookback window for recent creates. Send...

If you cannot audit an agent, you cannot trust it.

Production agents need a trail. What input arrived. What tool ran. What got written. Who approved the risky step.

Without that, debugging turns into guesswork and clients lose trust fast.

I design AgentOps the same way I design CRM...