Ebel Thomas Seiko

AI Product Engineer

[Ebel Thomas Seiko @ETS2K7]

@truefoundry twinops is live on trueforge. simulated a p1 db pool exhaustion incident, agent investigated telemetry, proved reproduction in digital twin sandbox, verified patch under 2x load, and prompted for canary approval. prod restored. @truefoundry @polaris_code #agentsthatact

[Ebel Thomas Seiko @ETS2K7]

most ai sre tools are stuck in read-only mode for good reason: nobody wants an llm touching production at 2 am without proof.

building twinops today at the @truefoundry x @polariscodes hackathon to fix this with digital twin sandboxes and human approval gates.

#agentsthatact

[Ebel Thomas Seiko @ETS2K7]

@woodywang2022 @truefoundry ephemeral in-memory replica with its own db pool. 2 steps: 1) replay burst traffic to prove the crash actually reproduces (baseline failure rate), 2) inject the candidate patch and hammer it with 2x async load to verify 0% errors and zero regressions before canary.

[Ebel Thomas Seiko @ETS2K7]

@truefoundry hackathon update: digital twin sandbox is working.

spins up an isolated replica to reproduce the pool crash (66.7% baseline failure), applies the patch, and stress-tests under 2x load:
- 30 requests replayed
- 0.0% error rate
- clean blast radius

wiring to trueforge now.

[Ebel Thomas Seiko @ETS2K7]

@truefoundry how it works under the hood:
- pulls live metrics over fastmcp
- spins up an isolated sandbox replica to reproduce the outage and stress-test the fix
- halts execution at trueforge's approval gate before any canary deploy

stack: trueforge + fastmcp + python. building now.

[Ebel Thomas Seiko @ETS2K7]

@thegreatavp awesome ui

[Anant Vardhan Pandey @thegreatavp]

Faurus is live on Product Hunt, check it out!
https://t.co/BRVaicci42