CRYENX LABS / ENGINEERING NOTES

Under the hood.

Engineering notes from the systems we build and run: agents, retrieval, evals, guardrails and data pipelines. What we measured, what broke, and what it cost.
Cryenx Labs
desk_agent.pypython
r = client.system_one(
  state=case,
  questions={
    "etas_agree": Noul(...),
    "safe_to_run": Noul(...),
  },
)  # 362 ms, $0.00011
evals555 calls
ETA check
90.0%
Invoice
100%
Baseline
56.7%
guardrail passed
agent runfreight desk
read carrier email
jev classify 362 ms
propose re-tender $2,523
jev safe_to_run 0.91
✓ executed