◉ SECOND LOOKREVISIT / 004OFFLINE REFERENCE
NEW MODEL. OLD WORK. FRESH EVIDENCE.

See what actually
got better.

Feedback search and export — synthetic reference

Source: Deliberately flawed synthetic fixture; not a historical model output.

THE RESULT

Measured improvement

No model was called. This compares a deliberately flawed synthetic app with a hand-authored reference repair.

+5new passes0 regressions
Acompleted

Saved artifact

3/8checks passed
$0.00000 tokens

unknown

Rcompleted

Hand-authored reference (no model)

8/8checks passed
$0.00000 tokens

none: hand-authored reference

Effective cap $2.0000

Every comparison

VersionsMeasured resultNew passesRegressions
A → RMeasured improvement50

Each row reads left → right. Any lost pass takes precedence over new passes. One sample per workflow; there is no automatic winner or adoption.

EXPERIMENT COST

$0.0000 / $2.0000 stop budget

0reported tokens, including cache reads/writes

No model was called. Failed calls count. Provider stops can overshoot by one in-flight response.

Original intent Preserved before the revision

Let a product team search feedback titles or tags without caring about case or surrounding whitespace, combine search with priority filters, and export exactly the visible items as valid CSV that preserves the original fields. Counts and reset must remain truthful.

Explicitly included by the exporter · Intent confirmed: True

01 / BEHAVIOR

The same checks. Every version.

Frozen acceptance checkAR
Check 1PASSPASS
Check 2PASSPASS
Check 3FAILPASS
Check 4FAILPASS
Check 5FAILPASS
Check 6HOLDOUTFAILPASS
Check 7PASSPASS
Check 8HOLDOUTFAILPASS

Check definitions are not sent to the model. Holdout cases require inputs unavailable in shared source/data; ordinary visible inputs are not holdouts. Timings include navigation, actions and assertion waits; these are not performance benchmarks. Hover a result for failure details.

02 / VISIBLE CHANGE

Look at the same moment.

ASaved artifact
RHand-authored reference (no model)

Same viewport for each corresponding check; 1200 × 820 by default. Per-check dimensions are in the evidence JSON. Click any image to inspect it. Visual differences are evidence, not an automatic quality score.

03 / INSPECT THE WORK

Evidence included in this export.

Run identity, costs and comparison evidence
{
  "status": "completed",
  "manifest": {
    "input_result_sha256": "fb6332679c6c3484bbdd3396369b1081b370bcea68a44f5895735a70f66fb8c2",
    "source": "d161974a58956fd915b98dafb0c4924aded8be892d0b34d433e083ebb878ffd0",
    "checks": "66b63820c06e197d34f2876a108d07c36ddbd2c418c550cc089344e291e5f08f"
  },
  "fingerprint": null,
  "source_unchanged": true,
  "source_context": null,
  "model_calls": 0,
  "cost": {
    "total_usd": 0.0,
    "limit_usd": 2.0,
    "known_spend_usd": 0.0,
    "basis": "No model was called"
  },
  "comparisons": {
    "A_R": {
      "verdict": "improved",
      "improvements": [
        "check-3",
        "check-4",
        "check-5",
        "check-6",
        "check-8"
      ],
      "regressions": []
    }
  }
}

Exported summary JSON · Source, raw prompts/receipts, check definitions, private labels and paths are excluded. Metrics are reported from the input result; this export is not independent verification.

Enlarged comparison screenshot