Today's Edge
Sep 2–3 produced zero. You don't repay dead days — you restart. One thing today: Heap + 1 real commit. Kth Largest and Top K from scratch, then kaggle-automation Dockerfile that passes docker build . Everything else is bonus.
LeetCode — protected tests
AI code — spot subtle bugs
Portfolio — why this stack?
ML from scratch
Classify each JD (A/B/C/D) before applying, then copy-paste to recruiter:
Be T-shaped
- Product thinking: write 1 user story for kaggle (“As a user I want to shard 10GB”)
- Calm in chaos: 25-min struggle cap then read editorial, no spiral
- Communication: flag blockers before deadlines — say the Type C answer aloud once
Brutal truth for today
Graduated 4 months ago, 2 LeetCode solves logged, Sep 2–3 went to zero. Collecting advice is not progress. Today: 2 heap problems + 1 commit + 3 tailored apps — nothing else counts.
Why? roadmap.sh/backend expects DB depth + caching before queues/K8s.
Minimum viable day
2 heap problems + 1 app + 30m docker — never zero. Streak > perfection.
If you only do 3 things
- Kth Largest + Top K Frequent without looking
- Ship the Dockerfile —
docker build .passes + push - Send 1 DM with the recruiter line + GitHub link
Verified resources: yt-ssf · aman.ai-search · archive Bandit/SQL/X-Y-Z notes. Sep 2 file stays as history — today is the restart.