For Individuals
Developers
Ship better code, faster
01
The Architect
Build it right, once
Capabilities
- Designs system architectures that scale from 100 to 100K users without rewrites
- Selects the optimal tech stack by weighing team skills, timeline, and long-term cost
- Creates database schemas and API contracts that prevent breaking changes downstream
- Documents architecture decisions as ADRs so future devs understand every trade-off
- Identifies single points of failure and designs redundancy before they become outages
02
The Reviewer
Ship with confidence
Capabilities
- Reviews pull requests for security vulnerabilities, performance bottlenecks, and anti-patterns
- Suggests refactoring strategies that reduce code complexity without changing behavior
- Enforces consistent coding standards across your codebase with actionable feedback
- Catches edge cases and race conditions that only surface under production load
- Writes review summaries that help junior developers learn from every code change
03
The Debugger
Root cause in minutes
Capabilities
- Traces production errors across distributed systems to pinpoint the exact failing component
- Analyzes stack traces, logs, and metrics to distinguish symptoms from root causes
- Reproduces intermittent bugs by identifying the specific conditions that trigger them
- Suggests targeted fixes with minimal blast radius to avoid introducing new regressions
- Builds monitoring alerts so the same class of bug never reaches production again
04
The AI Trainer
Smarter models, faster
Capabilities
- Designs prompt engineering workflows that cut API costs by 40% while improving output quality
- Builds evaluation frameworks to measure AI model accuracy against your specific use case
- Creates fine-tuning datasets from your domain data with proper train and test splits
- Optimizes RAG pipelines to reduce hallucination rates and improve retrieval precision
- Sets up automated regression tests so model updates never silently degrade performance