STEP 01
WHAT WE RECORD
Capture the miss
Every escaped failure — incident, rollback, audit finding — lands in the bank with the prompt, the trace, and the verdict attached.
→AI LABS · REGRESSION BANK · ONCE IT BREAKS, IT NEVER BREAKS AGAIN
Every mistake. Only once.
Every escaped failure becomes a gate the next release cannot cross. The miss becomes the memory. The memory becomes the rule.
BASELINE / CANDIDATE● GATE CLEAR
BASELINE
fail
fail
fail
fail
CANDIDATE
pass
pass
pass
pass
Risk −18Rubric 94SIGNED VERDICT
CAPTURE
The miss recorded
Every escape lands in the bank with the evidence still attached.
REPLAY
Run on every release
The case becomes a check the next candidate must clear.
BLOCK
Forever after
If the regression returns, the gate stays shut. No exceptions.
HOW IT WORKS
Three steps. No repeats.
Capture the miss. Save it as a gate. Block it on every release that follows.
STEP 02
WHAT WE WIRE
Save as a gate
The case becomes a replay suite and a release rule. The next candidate has to clear the same check before it can ship.
→STEP 03
WHAT WE ENFORCE
Block it forever
If the regression comes back, the gate stays shut. The team sees the original miss, the original fix, and the reason the release is paused.
WHY IT EXISTS
A team repeats failures when the work has no memory.
A bug ticket can record what went wrong, but it does not automatically protect the next model version, the next prompt change, or the next release candidate. Without durable memory, teams relive the same incident, lose trust in the process, and spend launch week explaining an old mistake again.
Regression Bank turns the incident into a replay and a release rule, so the next version has to prove it is safer before it ships. The failure, the replay, the release decision, and the protection stay on one record — instead of getting split across a tracker, a notebook, a Slack thread, and a dashboard.
BEFORE
The failure lives in a tracker
Bug ticket, postmortem doc, a slide deck. Useful for the retro. Useless for the next release candidate.
DURING
The case becomes a replay
Prompt, trace, verdict, and reviewer note all attach to one captured case the gate can rerun.
AFTER
The rule outlives the team
The replay protects every future candidate. The reason stays attached. The miss happens once.
WORKFLOW CASE · ANONYMIZED
From a single miss to lasting protection.
One case, anonymized. The same path every captured failure follows — recorded once, replayed forever, blocked at the gate when it tries to come back.
CAPTURE
01
A real failure is recorded
An escaped failure lands in the bank with the prompt, the trace, and the verdict still attached. Severity and source travel with the record.
↳ SIGNAL
RB-148 / SEV-1 / live escape
REVIEW
02
The team reviews the case
The people involved can see the same incident with the same evidence attached. The reviewer's note and reasoning become part of the record.
↳ SIGNAL
4 records attached
REPLAY
03
The replay suite runs on every candidate
Baseline fails. The candidate has to prove the fix. The suite reruns on every prompt change, every weight update, every release candidate.
↳ SIGNAL
RB-Suite-024 / baseline fail → candidate pass
GATE
04
Promotion stays closed until the replay passes
The release waits on the same answer the team already trusts. No exceptions, no quiet overrides, no "ship and follow up."
↳ SIGNAL
Gate · pause until replay passes
PROTECT
05
The fix becomes lasting protection
If the regression returns later, the gate stays shut and points at the original story. The miss happens once. The protection outlives the team that wrote it.
↳ SIGNAL
Guardrail-RB-148 / live
REPLAY DIFF · BASELINE vs CANDIDATE
Baseline fails. The candidate has to prove the fix.
The replay reruns the captured case on every release candidate. The candidate carries the burden of proof. If the same input still produces the same miss, the gate stays shut.
CHECK
BASELINE
CANDIDATE
Observed failure
fails
fixed
Release rule
not enforced
promotion blocked until pass
Evidence
bug note only
incident + replay + gate + reason
Reviewer note
in a separate doc
attached to the case
Re-occurrence
no guard
guardrail blocks on every candidate
The diff is not a dashboard. It is the same evidence the gate runs on. If the answer changes, the team sees why. If the answer holds, the release ships on a record anyone can read later.
READING · REPLAY DIFF · LIVE
WHAT COMES OUT
What the bank keeps.
Every captured miss leaves a record the team can replay, a rule the next release has to clear, and a story anyone can read later.
01
Regression cases
Every escape filed as a reusable case with the prompt, trace, and verdict still attached.
↳ ARTIFACT
02
Gate verdicts
Pass or fail on the original miss. The release ships or waits on the same answer the team already trusts.
↳ ARTIFACT
03
Replay suites
The captured case becomes a check every future candidate has to clear before promotion.
↳ ARTIFACT
04
Evidence packets
Incident, fix, replay, and release decision stay on one record — ready when someone asks.
↳ ARTIFACT
05
Release blocks
When the regression returns, the gate closes automatically and points at the original story.
↳ ARTIFACT
HOW IT CONNECTS
How protection stays in the system.
It starts with measurement, shapes release control, and carries its proof into quality and compliance work. The bank is not a silo — it is the memory the rest of the system reads from.
STARTS IN
Evaluation Studio
Testing finds the miss. Regression Bank makes sure it is remembered the next time around. The captured case carries the evidence forward.
See →BLOCKS IN
Control Center
The same incident can keep a release paused until the replay passes and the team is ready to move again. Promote, pause, or rollback — with the reason attached.
See →PROVES THROUGH
Compliance Monitoring
The failure, the fix, and the release rule stay available for audits and customer reviews. The packet a reviewer can inspect, without reconstructing the story.
See →FEEDS
AuraQC
Quality signals and reviewer history stay linked to the same long-term protection record. The quality story does not restart every release.
See →OBJECTIONS · WHAT TEAMS ASK
Why this is better than a simple regression tool.
A point tool can rerun a test. Regression Bank helps the organization remember why the test matters — and prevents the same answer from being relearned every quarter.
Q · ASKED
Why not just store bugs in Jira or a test repo?
Those systems can record the issue, but they do not automatically turn it into a replay and a release rule the next version must satisfy. The miss stays a memory in the tracker, not a guard at the gate.
Q · ASKED
Why not use a generic testing dashboard?
A dashboard shows what happened in the last run. Regression Bank keeps the original incident, replay, and protection tied together over time. The record outlives the dashboard view.
Q · ASKED
Why does the gate matter so much?
Because a known problem is only truly fixed when the system can stop it from shipping again. Without the gate, the fix is a story. With the gate, the fix is a rule.
Q · ASKED
What changes day-to-day with this in place?
The team stops treating failures like isolated events and starts treating them like lessons the product can remember. Launch week stops being the time you re-explain old mistakes.
ON THE RECORD · A FRONTIER AI LAB
“We used to fix the same failure once a quarter. Now the gate refuses to let it back through. The work moves forward instead of in circles.”
WHERE IT FITS
In the loop, this is where you remember.
Test the run. Review the hard cases. Recruit the right specialist. Remember the misses. Approve what's right.
01
Test
02
Review
03
Recruit
04
Remember
● YOU ARE HERE
05
Approve
RELATED MODULES
Next to this in the Evaluation OS.
EVALUATION STUDIO
Test it before it ships.
For the teams who stopped trusting the eval script.
See the page →AURAQC
Quality that doesn't end at ship day.
Every issue. Every reviewer. One screen.
See the page →CONTROL CENTER
One screen for the release.
Promote, pause, or roll back — with the reason still attached.
See the page →REGRESSION BANK
Every mistake. Only once.
Bring the escape the team keeps reliving. We'll turn it into the gate the next release has to clear.