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pull request #184 · review
Checkout validation AI review
71if amount > balance:
72  return approve(order)
72  return decline(order)
73return approve(order)
K kramlipi-code-review[bot]

This branch approves an order when funds are insufficient. Reverse the result and add the boundary case before merge.

verify_cmd: exit 0
coverage: +4.8%
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Pain in. Verified outcome out.

One agent loop for the work slowing every release.

Each feature starts with a developer pain and ends with evidence your team can inspect.

Pain: reviews queue for hours

Ship faster with first-pass PR review.

Grounded scanners and an AI critic add focused inline comments before senior engineers arrive.

Pain: red CI blocks the team

Move broken builds from red to green.

The bug-fix agent reads the failure, changes code, and opens a draft only after your verify command passes.

Pain: fast code lowers confidence

Protect quality with tests added automatically.

Coverage-growth and test-intel agents identify missed behavior, generate focused tests, and run the real suite.

Pain: coverage quietly falls

Increase coverage where the diff creates risk.

Map changed symbols to tests and target meaningful branches instead of inflating a vanity percentage.

Pain: every PR runs everything

Run tests for the code that actually changed.

Diff-aware selection narrows work safely, reducing avoidable queue time and compute while keeping a fallback.

Pain: flaky tests waste reruns

Detect flakes instead of normalizing retries.

Same-workflow, same-commit pass/fail evidence flags unstable builds and surfaces them in the UI.

Target: up to 30% fewer wasted CI minutes through diff-aware selection and flake reduction. Actual savings depend on repository shape and must be measured from runner data.

The mechanism, not magic

The AI does not decide that it succeeded. Your tools do.

Kramlipi keeps working until the repository’s objective command passes—or stops honestly without publishing a false win.

01
Read the evidenceCI logs, changed files, repository rules
grounded
02
Make a scoped changeSmall edit inside the workspace jail
focused
03
Run your real checkpytest, npm test, go test, Maven, or your command
exit 0
04
Share the receiptInline review or verified draft pull request
reviewable

Broken build agent

Wake up to a verified draft—not another wall of logs.

Point the agent at the failed run. It finds the relevant failure, edits only what is needed, and reruns your trusted command before it raises a pull request.

Parses known CI failures before asking the model.
Never turns off tests or edits CI to manufacture green.
Publishes only after objective verification succeeds.
CI run #2481 Draft PR ready
×
test_checkout_boundaryAssertionError: expected declined
00:42
→ localized src/checkout.py:72
→ added boundary regression test
→ running pytest -q
pytest -q214 passed · 0 failed
exit 0
fix/checkout-boundaryDraft pull request opened
#185

Test intelligence

Grow useful coverage and spend CI where the change creates risk.

The agent connects changed files to tests, highlights untested behavior, and keeps flaky results separate from real regressions.

Selects impacted tests with a safe full-suite fallback.
Adds regression tests around the behavior being changed.
Flags same-commit pass/fail evidence as a likely flake.
Diff intelligence 5 files changed
82%+4.8% this PR
tests/test_checkout.pyselected ✓
tests/test_discounts.pyselected ✓
tests/test_admin.pyskipped safely

Safe enough for real repositories.

Guardrails first. Autonomy second. Objective verification always.

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No model training

Your repository is not our training set.

Workspace jail

File access remains inside the selected repo.

Fail closed

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