| 🧠 Problem Solving | Breaks down ambiguous problems with clarity |
| Considers edge cases and failure modes proactively |
| Evaluates trade-offs with data, not instinct |
| Adapts approach when constraints change |
| 💻 Technical Depth | Strong fundamentals — DS&A, memory, concurrency |
| Production-hardened, not just academic knowledge |
| Writes readable, maintainable code under pressure |
| Understands the full request lifecycle |
| 🏗 ️ System Design | Defines clear component boundaries and contracts |
| Reasons about scale, latency, and consistency |
| Chooses the right tool for the job |
| Articulates CAP trade-offs naturally |
| 🤝 Collaboration | Communicates clearly — even when stuck |
| Asks smart clarifying questions |
| Welcomes feedback gracefully |
| Builds shared understanding fast |
| 🚀 Ownership | Shows initiative without waiting for direction |
| Handles ambiguity with confidence |
| Cares about outcomes, not just output |
| Follows through on what they commit to |
| 🌱 Growth Mindset | Reflects honestly on past mistakes |
| Self-directed and curious learner |
| Open to new paradigms and tooling |
| Grows from code review, not threatened by it |
| 🔐 Security Awareness | Thinks about trust boundaries instinctively |
| Understands auth, encryption, and least privilege |
| Raises risk flags early, not post-launch |
| OWASP top 10 is not a surprise |
| 📊 Data Thinking | Instruments systems before assuming |
| Designs schemas for query patterns |
| Knows when to denormalize |
| Validates hypotheses with metrics |
| ⚡ Performance | Profiles before optimizing |
| Understands caching layers and trade-offs |
| Avoids N+1 queries and waterfall requests |
| Benchmarks regressions in CI |
| 🎨 Product Sense | Connects technical decisions to user impact |
| Pushes back on features that add complexity |
| Thinks about accessibility and fallback states |
| Ships things that feel finished |