K
KairosRoute
Platform · Signal Loop

Smarter
daily.

Every receipt is a label. Every correction is a signal. KairosRoute tunes the router on your own traffic daily, and a public eval suite has to sign off before any new version ships.

Static routers age badly.

Providers ship new revisions without renaming. Prices change. Your traffic mix drifts. What was optimal last month is quietly costing you quality, latency, or money today.

One week, one router

What “daily”
actually looks like.

Every row is a candidate version. Eval score gates promotion. Quality goes up, cost drifts down, and the two times the loop tried to ship a bad version, the gate held.

Day
Version
Eval
Cost / req
p50 ms
Status
Mon
v42
0.912
$0.0187
714
Shipped
Tue
v43
0.908
$0.0184
709
Held· eval regression
Wed
v44
0.918
$0.0181
702
Shipped
Thu
v45
0.921
$0.0179
694
Shipped
Fri
v46
0.935
$0.0175
688
Shipped· new gpt-5.4 promoted in reasoning
Sat
v47
0.933
$0.0173
687
Shipped
Sun
v48
0.812
$0.0169
692
Held· drift guard tripped

Illustrative. Real histories are per-workspace and visible in the dashboard.

Version inspector

Every version is auditable.
Rollback is one click.

Inspect exactly what changed between router versions — which models moved on which categories, why, and the eval delta that earned the promotion. If a new version misbehaves in production, flip back to the prior one without a redeploy.

Activerouter@v47promoted Sat 02:14 UTC · eval 0.933 · ship gate cleared
Versions
v48Sun
0.812
v47Sat
0.933
v46Fri
0.935
v45Thu
0.921
v44Wed
0.918
v43Tue
0.908
v42Mon
0.912
What changed · v46 → v47
reasoning
claude-opus-4-5gpt-5.4
+0.021-8%
code
claude-sonnet-4-5gpt-5.3-codex
+0.014+3%
extraction
gpt-4.1-minigemini-3-flash-preview
+0.002-12%
Eval suite by category
summarization
0.964
+0.002
extraction
0.946
+0.005
creative
0.891
+0.002
analysis
0.923
+0.006
code
0.921
+0.017
reasoning
0.912
+0.034

How the loop runs.

Nightly pass at 02:00 UTC. Every stage writes a heartbeat, every decision leaves a receipt, and the eval gate is a hard stop, not a warning.

01

Read your last 24 hours

The loop looks at how the router performed on real traffic — what it picked, what worked, what didn't. Provider incidents and outliers are excluded so the picture reflects steady-state traffic, not noise.

02

Take in feedback

Ops corrections, customer thumbs-down replays, and independent eval runs all feed the loop. Higher-trust signals (your team's corrections) outweigh lower-trust ones (unreviewed metrics).

03

Propose a candidate version

A new candidate routing version is built. Drift guards throw out anything that swings too hard in one pass — incidents and outlier days don't get to poison tomorrow.

04

Gate behind the eval suite

The candidate is scored against a public 40+ case eval. It only ships if it matches or beats the current version, within a small noise floor. Otherwise the old version stays active.

05

Ship + keep every prior version

Promoted versions become the default route. Every prior version is archived with its eval score and a one-flag rollback — no redeploy, no config change.

Safety rails on every pass.

Loops that learn in the open fail in the open. These are the guardrails that make the daily cadence safe to keep on.

Eval gate

No version ships unless it matches or beats the previous version on a public 40+ case suite.

Drift guard

Big score jumps get rejected. Catches outlier days and provider incidents before they poison the next fit.

One-query rollback

Every version is preserved with its eval score. Flip one flag to go back. No redeploy.

Source weighting

Ops corrections outweigh user feedback, which outweighs unreviewed eval signal.

No label guessing

Uncertain requests are never mined without a human-graded correction.

Heartbeats

Every stage reports on completion. A watchdog alerts if anything falls behind.

Let the router get better on your traffic.

Every call feeds the loop. Every version has to earn its promotion.