Builder Track · Domain Coverage

13 Domains of Expertise

1,232 AI-assisted development sessions across 13 domains — from distributed systems and ML/AI to knowledge graphs and security.

1,232 Sessions
162.5M Tokens
121.9¢ Total Cost
By Volume

Domain Breakdown

Domain Sessions Tokens Cost
Systems Distributed Systems Consensus protocols, CRDTs, mesh networking, QUIC, NATS, and fault-tolerant architectures at scale.
179 24,186,075 19.1¢
Architecture Systems Arch Platform design, service decomposition, event-driven architecture, and cross-cutting system concerns.
176 31,682,629 24.1¢
Pipeline Data Pipeline Stream processing, batch ETL, data quality, schema evolution, and high-throughput ingestion systems.
171 21,275,015 17.4¢
Tooling Tui Cli Terminal UI frameworks, CLI tooling, charmbracelet ecosystem, and developer experience interfaces.
171 27,598,129 20.9¢
AI/ML Ml Ai LLM serving, RAG pipelines, fine-tuning, inference optimization, prompt engineering, and local models.
139 17,341,716 12.8¢
Full Stack Web Mobile Responsive web apps, mobile interfaces, PWA architecture, and cross-platform front-end systems.
95 15,483,936 12.2¢
Infra Devops Infra Infrastructure as code, CI/CD, container orchestration, observability, and cloud resource management.
73 12,514,182 8.5¢
Security Security mTLS, cryptographic protocols, zero-trust networking, secure enclaves, and penetration testing.
63 7,042,021 3.5¢
Media Video 3D Video processing pipelines, 3D rendering, Three.js, GSAP animations, and computer vision workflows.
45 4,149,475 2.6¢
Knowledge Knowledge Graph Graph databases, RDF/SPARQL, entity resolution, semantic search, and knowledge representation.
44 1,256,559 0.83¢
Community Social Community platforms, social feed architectures, real-time chat, and collaborative tooling.
42 — —
Cross-cutting General Cross-domain exploration, research spikes, prototyping, and foundational investigations.
29 — —
Inquiry General Inquiry Quick questions, fact-finding, and lightweight investigations across any domain.
5 — —
Distributed Systems 179 sessions
Consensus protocols, CRDTs, mesh networking, QUIC, NATS, and fault-tolerant architectures at scale.
24,186,075 tokens · 19.1¢
Systems Arch 176 sessions
Platform design, service decomposition, event-driven architecture, and cross-cutting system concerns.
31,682,629 tokens · 24.1¢
Data Pipeline 171 sessions
Stream processing, batch ETL, data quality, schema evolution, and high-throughput ingestion systems.
21,275,015 tokens · 17.4¢
Tui Cli 171 sessions
Terminal UI frameworks, CLI tooling, charmbracelet ecosystem, and developer experience interfaces.
27,598,129 tokens · 20.9¢
Ml Ai 139 sessions
LLM serving, RAG pipelines, fine-tuning, inference optimization, prompt engineering, and local models.
17,341,716 tokens · 12.8¢
Web Mobile 95 sessions
Responsive web apps, mobile interfaces, PWA architecture, and cross-platform front-end systems.
15,483,936 tokens · 12.2¢
Devops Infra 73 sessions
Infrastructure as code, CI/CD, container orchestration, observability, and cloud resource management.
12,514,182 tokens · 8.5¢
Security 63 sessions
mTLS, cryptographic protocols, zero-trust networking, secure enclaves, and penetration testing.
7,042,021 tokens · 3.5¢
Video 3D 45 sessions
Video processing pipelines, 3D rendering, Three.js, GSAP animations, and computer vision workflows.
4,149,475 tokens · 2.6¢
Knowledge Graph 44 sessions
Graph databases, RDF/SPARQL, entity resolution, semantic search, and knowledge representation.
1,256,559 tokens · 0.83¢
Social 42 sessions
Community platforms, social feed architectures, real-time chat, and collaborative tooling.
— tokens · — cost
General 29 sessions
Cross-domain exploration, research spikes, prototyping, and foundational investigations.
— tokens · — cost
General Inquiry 5 sessions
Quick questions, fact-finding, and lightweight investigations across any domain.
— tokens · — cost

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