Structured Career Roadmaps

Curated Learning Paths

Follow structured, role-based career paths from fundamental principles to production scale. Each path groups modules, hands-on labs, and system design challenges designed for continuous technical depth.

Available Paths

5 Specialized

Lessons Completed

0 Finished

Active Streak

0 Days

Interview Questions

261 Verified

Agentic AI & Multi-Agent Architect

Advanced → Principal

Target Role: Principal Agentic Engineer

Master autonomous reasoning loops, LangGraph stategraphs, Model Context Protocol (MCP), human-in-the-loop controls, and multi-agent supervisor hierarchies.

~45 Hours·2 Lessons
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Skills:ReAct LoopsLangGraphMCP ProtocolSupervisor Multi-AgentA2A CommunicationEvaluation
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Enterprise RAG Systems Architect

Intermediate → Advanced

Target Role: Senior AI / Retrieval Engineer

Build production-grade retrieval augmented generation: hybrid search, cross-encoder reranking, multivector dense retrieval, and layout-aware table extraction.

~35 Hours·2 Lessons
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Skills:Dense RetrievalBM25 SparseCross-EncodersMilvus/QdrantRAG Triad EvalSelf-RAG
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LLM Platform & Foundation Engineer

Beginner → Advanced

Target Role: Staff LLM Engineer

From Transformer attention mechanics and LoRA fine-tuning to KV cache management, speculative decoding, and high-throughput vLLM serving.

~40 Hours·1 Lessons
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Skills:Self-AttentionLoRA & QLoRAvLLM ServingPrompt CachingQuantizationModel Gateways
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Modern Data & Streaming Engineer

Beginner → Advanced

Target Role: Lead Data Engineer

Construct resilient data infrastructure: Apache Spark AQE, Delta Lake ACID transactions, Kafka streaming, and data lakehouse partitioning.

~40 Hours·1 Lessons
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Skills:Apache SparkDelta LakeKafka StreamingShuffle SkewZ-OrderingFeature Stores
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Distributed AI Systems Design

Advanced

Target Role: Enterprise Systems Architect

Design resilient, fault-tolerant distributed AI architectures handling 100k concurrency, multi-region failovers, and end-to-end OpenTelemetry tracing.

~30 Hours·1 Lessons
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Skills:100k ConcurrencyKubernetes KEDACircuit BreakersTemporal WorkflowsDisaster Recovery
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