Does production detection replace the pre-deploy gate?

No, it feeds it. A pre-deploy gate only sees a diff, so it can only check for regressions your own change caused; production detection watches live traffic and catches everything else, including causes with no diff behind them at all.

In Tessary the two connect directly: when a production classifier fires on a surface, that firing registers a pre-deploy check scoped to that surface, so the next change touching it gets tested against a failure production just found, not only against failure modes someone wrote down ahead of time. That’s a one-way handoff, not a substitute; the registered check still only runs against a diff, so it still can’t catch a regression with no diff to check. It’s also opt-in: pre-deploy checks are off by default, so a fresh project gets no automatic handoff between the two until someone turns it on.

keep reading

More on this.

Two ways to run Tessary.

Tessary is an open-source agent reliability platform. Cloud and self-hosted run the same workflow on the OpenTelemetry traces your agent already emits.

Tessary Cloud

We host it for you. Send your first trace with nothing to deploy and no model key.

what's includedper organization
traces
10,000 per calendar month
stored trace data
1 GB
retention
30 days
model credit
$10, one-time, for triage and root-cause analysis
credit card
not required

Self-hosted Tessary

Run the open-source code on your own infrastructure with one command. Add your own model key for triage and root-cause analysis.

Self-host Tessary for me by following https://github.com/tessaryai/tessary/blob/main/setup.md

docker compose -f oci://docker.io/tessaryai/tessary:compose up -d -y