# Content Writing Framework

Use this when writing project/experience descriptions to trigger recruiter interest.

## Core Principle

Every description should demonstrate **Ownership × Judgment × Communication**.

Don't just describe WHAT you did. Show HOW you think.

---

## The 10 Angles to Cover

| Angle | What It Tests | How to Write |
|-------|--------------|--------------|
| **Ownership** | End-to-end lifecycle | "Diagnosed, designed, implemented, verified" |
| **Investigation** | Problem-solving method | "Started with metrics, traced to root cause" |
| **Verification** | Results validation | "Measured X% improvement, set up monitoring" |
| **Judgment** | Decision-making | "Considered 3 options, chose X because..." |
| **Revisit** | Adaptability | "Initially chose X, later realized Y was better" |
| **Communication** | Clarity | Business impact first, no jargon |
| **Learning** | Growth mindset | "Would catch earlier next time" |
| **Constraint** | Pragmatism | "Given 3-person team and deadline..." |
| **Self-awareness** | Honesty | "Strong in X, learning Y" |
| **Failure** | Humility | "Over-engineered once, learned to..." |

---

## Description Formula

```
[ACTION VERB] + [SPECIFIC SYSTEM] + [MEASURABLE OUTCOME] + [CONSTRAINT/CONTEXT]
```

### Good Examples

❌ Bad: "Worked on Kubernetes cluster"
✅ Good: "Architected 3-node Talos cluster with Cilium eBPF CNI, achieving 99.2% uptime"

❌ Bad: "Improved latency"
✅ Good: "Cut LLM inference latency 60% via INT4/INT8 quantization under CPU-bound constraint"

❌ Bad: "Built data pipeline"
✅ Good: "Designed fault-tolerant Temporal orchestration handling 1K+ msgs/sec with auto-recovery"

---

## Power Words by Category

### Ownership
- Architected, Designed, Led, Owned, Launched, Delivered

### Investigation
- Diagnosed, Traced, Identified, Analyzed, Profiled

### Judgment
- Evaluated, Selected, Prioritized, Optimized, Simplified

### Verification
- Measured, Validated, Monitored, Achieved, Reduced

### Scale
- Production-grade, Mission-critical, Multi-region, High-throughput

---

## Project Description Template

```
[Title]: [One-line what it is]

[Problem/Context]: What constraint or challenge existed
[Action]: What you specifically did (ownership verbs)
[Result]: Measurable outcome with numbers
[Tech]: Key technologies (shows judgment in selection)
```

### Example: Homelab Kubernetes

**Before**: "Built a Kubernetes cluster at home"

**After**: "Production-grade bare-metal K8s on Talos OS. 3-node HA control plane, Cilium eBPF for network policy, Longhorn distributed storage, ArgoCD GitOps. 99.2% uptime running real workloads."

---

## Experience Description Template

```
[Role]: What you owned
[Impact]: Business/technical outcome with numbers
[How]: Key decisions and trade-offs
[Tech]: Stack that shows breadth/depth
```

### Example: AWS Step Functions

**Before**: "Senior SDE working on Step Functions"

**After**: "Designed distributed orchestration across 57+ regions. Built fault-tolerant task scheduling for mission-critical workloads. Owned 8 core components from design through production launch."

---

## Checklist Before Publishing

- [ ] Starts with action verb (not "Worked on")
- [ ] Has specific numbers (%, regions, nodes, latency)
- [ ] Shows ownership (end-to-end, not just "contributed")
- [ ] Implies judgment (why this approach)
- [ ] No unexplained jargon
- [ ] Under 2 sentences per description