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Omar Mostafa

AI Engineer·AI Engineering·Rubric: AI Engineer
Sustainability: Healthy

Three-score verdict

This week
86
Output
83
Alignment
79
Leverage
Output Δ
4
4 vs prior
Alignment Δ
5
5 vs prior
Leverage Δ
6
6 vs prior

Score trend

5-week

Leverage distribution

% of week

Sustainability

Focus time
55%
Meeting load
stable
After-hours
moderate
Overtime
3h

Healthy, but the incident work pushed some after-hours. Watch next week.

Top actions

1

Merge !405 and close #88

2

Add the 503 scenario to the nightly e2e run

3

Document the backoff pattern for other tenants

Recent work signals

2 signals
GitLab

Webhook retries flood the agent on Meta 503s

Goal-aligned

Production incident write-up: when Meta returns 503, our webhook receiver retries with no backoff, multiplying load. Proposes exponential backoff + idempotency key. Linked to 3 Sentry issues.

Output82
Alignment80
Leverage76
GitLab

feat: exponential backoff + idempotency key on webhook receiver

Goal-aligned

Implements the fix proposed in #88. Retries now back off 1s→32s with jitter; idempotency key dedupes Meta redeliveries. Adds 8 tests covering the 503 storm scenario.

Output90
Alignment86
Leverage82

Scoring rubric

Generated from the AI Engineer JD in Odoo. Weights tuned toward reliability given platform-hardening quarter.

Correctness · 35%Craft & clarity · 30%Reliability impact · 35%