Ahmed Wael

Senior AI Engineer·AI Engineering·Rubric: AI Engineer

Sustainability: Healthy

Three-score verdict

This week

Output

Alignment

Leverage

Output Δ

▲ 1 vs prior

Alignment Δ

▲ 1 vs prior

Leverage Δ

-1

▼ 1 vs prior

Score trend

5-week

Leverage distribution

% of week

Sustainability

Focus time

62%

Meeting load

stable

After-hours

low

Overtime

Healthy. Focus time is strong; keep guarding the morning block.

Top actions

Land FLOW-231 to retire the 186-line validator debt

Take second review on Amer's e2e test (!407)

Protect the 10–12 focus block — it's your only deep slot today

Recent work signals

3 signals

◆GitLab

feat: encrypted QR validation for Hytech seed agent

Goal-aligned

Adds decrypt + HMAC verification + replay-window guard for serial QR codes. 14 new tests, coverage +6%, Sentry breadcrumbs on validation failures. Touches validate_serial.py (186 lines), scans/models.py, webhook handler.

Output88

Alignment92

Leverage84

▦Jira

FLOW-231 · Split validate_serial.py + rotate threshold secret

Goal-aligned

Follow-up from MR !412 review. In Progress. Acceptance: file under 80 lines, secret pulled from env, test added.

Output60

Alignment78

Leverage70

▤Calendar

Hytech ship review

Goal-aligned

45 min, 4 attendees. Decision: hold MR !410 until !412 lands; escalate webhook backoff to this sprint.

Output78

Alignment80

Leverage74

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%