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What the studio is thinking about

Short pieces from the engineers, designers and operators on the team.

Notaray is opening early access: bookings your calendar confirmsProducts
Oct 1, 20264 min read

Notaray is opening early access: bookings your calendar confirms

Notaray is our third product, in development: an AI front door for service businesses, built to confirm a booking only after the calendar shows it.

By Pawel Skurski
Introducing Lumtry: refund decisions you can auditProducts
Sep 24, 20264 min read

Introducing Lumtry: refund decisions you can audit

Lumtry is our second product: agentic refund orchestration for e-commerce, with deterministic policy, AI reasoning, human approval and a full audit trail.

By Pawel Skurski
What we read in 2026Studio
May 2, 20265 min read

What we read in 2026

Six papers, blogs, and books the Agnotiq studio kept returning to, all focused on agentic AI for the work that actually slows SMBs down.

By Pawel Skurski
Why we write the eval suite before we write the agentField notes
Apr 18, 20269 min read

Why we write the eval suite before we write the agent

On the discipline of starting from a scoring function, and the awkward first week where the prototype scores 31%.

By Pawel Skurski
Routing between frontier and open models without losing sleepEngineering
Mar 30, 20266 min read

Routing between frontier and open models without losing sleep

A small piece of plumbing that decides which model gets which call. Saves money, ages well, doesn't get cute.

By Pawel Skurski
What 3.8M conversations taught us about ticket triageCase study
Mar 12, 202611 min read

What 3.8M conversations taught us about ticket triage

The tickets that look easy are the ones that bite. Notes from a year of production triage.

By Pawel Skurski
The agents we retired in 2025 (and what we learned)Field notes
Feb 24, 20265 min read

The agents we retired in 2025 (and what we learned)

About one in five prototypes never makes it to prod. Here are the patterns in the ones that didn't.

By Pawel Skurski
How we onboard with security teams without losing weeksOperating
Feb 04, 20267 min read

How we onboard with security teams without losing weeks

The security review is the project. Treat it like one and the rollout gets a lot quieter.

By Pawel Skurski
Telemetry for agents: what we log and whyEngineering
Jan 19, 20268 min read

Telemetry for agents: what we log and why

A look at the shape of our trace schema, the dashboards we keep, and the alerts we don't bother with.

By Pawel Skurski

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