WORKED EVIDENCE / SOFTWARE REPAIR

A repair that
review changed.

The returned rows looked correct. An additional check found that the iterator had outlived its connection context.

Setting: an authored reporting application using pandas 1.5.3, SQLAlchemy 1.4.46 and 2.0.0, and SQLite.

The historical library incompatibility was real. The application, requirements and tests were authored for the study. These are retained results, not a live execution on this website.

StageObservation and response
TriggerThe provider upgrade left 1 of 12 selected primary checks passing.
RepairThe revised application passed 12 of 12 selected primary checks on each tested stack.
Further reviewA separate lifetime check found zero checked-out connections while iteration was in progress. The requirement was one.
CorrectionKeep the generator inside the connection context through consumption, exhaustion, close or error.
VerificationThe lifetime check changed from FAIL to PASS. All four additional challenges passed.

RETAINED TEST RECORDS

The observation
behind the claim.

Before correction

{
  "id": "C01",
  "status": "FAIL",
  "error_type": "AssertionError",
  "error": "('iterator outlived its connection', 'Pool size: 1  Connections in pool: 1 Current Overflow: 0 Current Checked out connections: 0')"
}

After correction

{
  "id": "C01",
  "status": "PASS",
  "observation": "Connection retained during iteration and released on exhaustion"
}

The core assertion, with formatting normalized from the retained traceback:

assert e.pool.checkedout() == 1

Inspect all four selected challenge records ↗

THE MECHANISM

Ownership follows consumption.

This schematic illustrates the repair described in the study. It is not the original executed source or a complete production patch. The helper represents the selected chunked query path.

Defective pattern

with engine.connect() as connection:
    return read_chunks(connection, statement, params)

Revised pattern

with engine.connect() as connection:
    yield from read_chunks(connection, statement, params)

Returning lets the function leave its connection context immediately. Yielding inside the context keeps that ownership aligned with consumption.

The baseline stays visible.

Engineering conditionSelected primary checks passed
Original application / old stack11 / 12
Provider upgrade alone1 / 12
First application repair11 / 12
Ordinary pandas upgrade11 / 12
Revised repair / upgraded provider12 / 12
Revised repair / old stack12 / 12

The original rollback defect predates the upgrade. These twelve primary checks are a separate set from the four additional challenges.

What each part contributed

The assistant interpreted the library change and wrote the repair. Document-guided HSDLG methods structured review and correction. Selected local HSDLG controls supplied bounded execution, retained records and replay/accounting behavior. The study did not isolate their causal contributions.

One known transition, exposed tests and same-assistant production and review. The result does not establish an independent efficacy estimate, a general repair success rate or unattended maintenance.