Forward Deployed AI

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engineering-prod
JR
Jake R. 2:34 PM

@kAI investigate the 500 errors on /api/users

k
kAI 2:38 PM

Found root cause: getUserById() not handling null last_login

✓ PR #2847 opened → Ready for review
Open fix: null handling
kAI opened this PR
+ if (!user.last_login)
+ return null;
$ npm run test
✓ 47 tests passed
→ Coverage: 94%

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Describe the bug. Get a PR.
engineering-prod
JR
Jake R. 2:34 PM

@kAI the checkout flow is broken — users getting 500 errors after payment

k
kAI 2:38 PM

Found it. processPayment() not handling async webhook timeout.

PR #2847 ready for review
Pull Requests
Production-ready code
Open fix: async webhook handling
kAI opened this PR
src/payments/webhook.ts
- await processPayment(data);
+ await processPayment(data, { timeout: 30000 });
+ if (!result.success) throw new WebhookError();
Testing
Validated before you review
Before
After
Export
✓ 47 unit
✓ 12 integration
✓ 8 E2E
Monitoring
Watches prod 24/7
Error Rate 0.02%
p99 Latency 124ms
Anomaly detected in /api/checkout 2m ago
PR #2847 deployed, errors resolved now
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// integrations

Works with your stack

Connects to your infrastructure in minutes through modular skills.

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// how it works

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01 —

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02 —

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// see it work

kAI in action

A real conversation in Slack. kAI reads the logs, traces the bug, and opens the PR — in the same thread.

# engineering-prod · Slack
JR
kAI, investigate the 500 errors on /api/users from the last hour — it's spiking bad
k
On it. Pulling CloudWatch logs for /api/users (last 60 min)...

→ 847 errors found · 99.2% from a single code path
→ Tracing to commit a3f2c91 merged 73 min ago

Root cause: getUserById() not handling null when last_login is NULL in RDS — affects ~12% of users

→ Draft PR opened: github.com/withlink/api/pull/2847
→ Tests passing · No regressions · Ready for review
JR
that was 4 minutes. merging now
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