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Bite-sized GenAI learning — audio overviews.

Chapter overviews

18:12

The Dev Environment — chapter audio overview

Chapter overviewsGenAI Agent Engineering

12:57

The LLM Client — chapter audio overview

Chapter overviewsGenAI Agent Engineering

18:55

Internal Developer Platform Vision — chapter audio overview

GenAI Platform EngineeringChapter overviews

19:52

Prompt Injection Defense — chapter audio overview

GenAI Security EngineeringChapter overviews

1 / 5 · 20 episodes

GenAI Agent Engineering — lab overviews

5:55

Set up Python virtual environments for isolated agent development — lab audio overview

Lab overviewsGenAI Agent Engineering

5:57

Implement secure API key management for LLM providers — lab audio overview

Lab overviewsGenAI Agent Engineering

5:13

Async LLM Client Patterns — lab audio overview

Lab overviewsGenAI Agent Engineering

12:16

Invoke Provider-Native Extended Thinking and Structured Output — lab audio overview

Lab overviewsGenAI Agent Engineering

1 / 2 · 8 episodes

GenAI Inference Engineering — lab overviews

4:20

Build a Live Provider Benchmarker — lab audio overview

GenAI Inference EngineeringLab overviews

4:23

Build a Token Economics Engine — lab audio overview

GenAI Inference EngineeringLab overviews

6:39

Build a Provider-Aware Rate Limit Controller — lab audio overview

GenAI Inference EngineeringLab overviews

GenAI Platform Engineering — lab overviews

5:35

Define platform service Pydantic models — lab audio overview

GenAI Platform EngineeringLab overviews

5:35

Build golden path template registry — lab audio overview

GenAI Platform EngineeringLab overviews

5:35

Validate catalog entries with JSON Schema — lab audio overview

GenAI Platform EngineeringLab overviews

6:04

Implement catalog listing with pagination — lab audio overview

GenAI Platform EngineeringLab overviews

1 / 3 · 9 episodes

GenAI Safety & Evaluation Engineering — lab overviews

5:49

Design evaluation dataset schema with Pydantic — lab audio overview

GenAI Safety & Evaluation EngineeringLab overviews

5:49

Build stratified test cases across categories — lab audio overview

GenAI Safety & Evaluation EngineeringLab overviews

5:49

Create DatasetBuilder with coverage analysis — lab audio overview

GenAI Safety & Evaluation EngineeringLab overviews

4:49

Build ContaminationDetector with LLM probing — lab audio overview

GenAI Safety & Evaluation EngineeringLab overviews

1 / 3 · 9 episodes

GenAI Security Engineering — lab overviews

5:16

Injection Taxonomy with Pydantic Models — lab audio overview

GenAI Security EngineeringLab overviews

5:16

Pattern-Based Injection Detector — lab audio overview

GenAI Security EngineeringLab overviews

5:16

LLM-as-Judge Injection Classifier — lab audio overview

GenAI Security EngineeringLab overviews

5:23

Guard Chain Orchestrator — lab audio overview

GenAI Security EngineeringLab overviews

1 / 3 · 9 episodes

Forward Deployed GenAI Engineering — lab overviews

5:46

Define Pydantic models for use case scoring criteria, weights, and structured LLM responses — lab audio overview

Forward Deployed GenAI EngineeringLab overviews

5:46

Implement UseCaseScoringEngine with weighted multi-criteria evaluation — lab audio overview

Forward Deployed GenAI EngineeringLab overviews

5:46

Build scoring API endpoints with batch evaluation and ranking — lab audio overview

Forward Deployed GenAI EngineeringLab overviews

5:36

Build DiscoveryInterviewAgent using LangGraph with structured question flows and LLM-powered insight extraction — lab audio overview

Forward Deployed GenAI EngineeringLab overviews

1 / 3 · 9 episodes

GenAI Application Engineering — lab overviews

5:26

Implement ChatRequest and ChatMessage Pydantic models with SSE frame formatter — lab audio overview

GenAI Application EngineeringLab overviews

5:26

Build async generator streaming endpoint with StreamingResponse — lab audio overview

GenAI Application EngineeringLab overviews

5:26

Add CORS middleware configuration and streaming healthcheck endpoint — lab audio overview

GenAI Application EngineeringLab overviews

6:11

Create GeminiStreamAdapter with google.genai.Client initialization — lab audio overview

GenAI Application EngineeringLab overviews

1 / 3 · 9 episodes

GenAI Data Engineering — lab overviews

5:27

Parse PDF documents using Docling with layout analysis on CPU — lab audio overview

GenAI Data EngineeringLab overviews

5:19

Process DOCX, PPTX, and HTML documents through Docling's unified pipeline — lab audio overview

GenAI Data EngineeringLab overviews

6:45

Compare Docling output quality across document types and complexity levels — lab audio overview

GenAI Data EngineeringLab overviews

6:34

Define a format-agnostic document schema with typed content blocks — lab audio overview

GenAI Data EngineeringLab overviews

1 / 3 · 9 episodes

GenAI Engineering Leader — lab overviews

5:17

Define requirements and design constraints for Hiring GenAI Engineers — lab audio overview

GenAI Engineering LeaderLab overviews

5:40

Build the API and interface layer for Team Structure for AI — lab audio overview

GenAI Engineering LeaderLab overviews

5:53

Configure deployment manifests and resources for Career Ladders for AI Engineers — lab audio overview

GenAI Engineering LeaderLab overviews

GenAI Solutions Architecture — lab overviews

5:27

Define GenAI ADR Pydantic models with decision categories — lab audio overview

GenAI Solutions ArchitectureLab overviews

5:27

Implement decision option scoring with weighted criteria matrix — lab audio overview

GenAI Solutions ArchitectureLab overviews

5:27

Build ADR persistence layer with versioning and supersede chains — lab audio overview

GenAI Solutions ArchitectureLab overviews

6:01

Build decision validation framework comparing ADR assumptions to metrics — lab audio overview

GenAI Solutions ArchitectureLab overviews

1 / 3 · 9 episodes

GenAI Solutions & Delivery — lab overviews

5:49

Design Jinja2 Report Templates with Data Aggregation from Assessment Components — lab audio overview

GenAI Solutions & DeliveryLab overviews

5:49

Implement Report Assembly Pipeline with Cross-Component Data Merging — lab audio overview

GenAI Solutions & DeliveryLab overviews

5:49

Build Report Generation API with Template Rendering and Export — lab audio overview

GenAI Solutions & DeliveryLab overviews

5:14

Build ADR coverage report showing undocumented architecture decisions — lab audio overview

GenAI Solutions & DeliveryLab overviews

1 / 2 · 6 episodes

LLMOps Engineering — lab overviews

5:22

Set up trunk-based branching strategy — lab audio overview

LLMOps EngineeringLab overviews

5:22

Implement feature branch naming conventions — lab audio overview

LLMOps EngineeringLab overviews

5:22

Execute full branch lifecycle with squash merge — lab audio overview

LLMOps EngineeringLab overviews

5:32

Configure pre-commit hooks for AI code quality — lab audio overview

LLMOps EngineeringLab overviews

1 / 2 · 7 episodes

Chapter overviews

The Dev Environment — chapter audio overview

The LLM Client — chapter audio overview

Internal Developer Platform Vision — chapter audio overview

Prompt Injection Defense — chapter audio overview

AI Use Case Discovery & Data Readiness Assessment — chapter audio overview

Git Workflows for AI Teams — chapter audio overview

Chat Completion API with Streaming — chapter audio overview

GenAI ADR Engine — chapter audio overview

Document Ingestion with VLMs — chapter audio overview

Hiring GenAI Engineers — chapter audio overview

Team Structure for AI — chapter audio overview

Career Ladders for AI Engineers — chapter audio overview

Evaluation Dataset Curation — chapter audio overview

EU AI Act Compliance — chapter audio overview

Production Hosted LLM Architecture — chapter audio overview

GenAI CI/CD Pipelines — chapter audio overview

Containerizing LLM Applications — chapter audio overview

Generators & Iterators — chapter audio overview

Functions — chapter audio overview

FastAPI Fundamentals — chapter audio overview

GenAI Agent Engineering — lab overviews

Set up Python virtual environments for isolated agent development — lab audio overview

Implement secure API key management for LLM providers — lab audio overview

Async LLM Client Patterns — lab audio overview

Invoke Provider-Native Extended Thinking and Structured Output — lab audio overview

Structured Text Report Generator — lab audio overview

Data Pipelines - Configurable Generator Pipeline with Gemini — lab audio overview

Variable Scope - CounterManager — lab audio overview

Configure OpenAPI documentation with examples — lab audio overview

GenAI Inference Engineering — lab overviews

Build a Live Provider Benchmarker — lab audio overview

Build a Token Economics Engine — lab audio overview

Build a Provider-Aware Rate Limit Controller — lab audio overview

GenAI Platform Engineering — lab overviews

Define platform service Pydantic models — lab audio overview

Build golden path template registry — lab audio overview

Validate catalog entries with JSON Schema — lab audio overview

Implement catalog listing with pagination — lab audio overview

Add full-text search across catalog entries — lab audio overview

Build catalog versioning with ETags — lab audio overview

Instrument platform API with Prometheus counters — lab audio overview

Build provisioning latency histograms — lab audio overview

Create Grafana dashboard for platform health — lab audio overview

GenAI Safety & Evaluation Engineering — lab overviews

Design evaluation dataset schema with Pydantic — lab audio overview

Build stratified test cases across categories — lab audio overview

Create DatasetBuilder with coverage analysis — lab audio overview

Build ContaminationDetector with LLM probing — lab audio overview

Implement ROUGE-L overlap scoring — lab audio overview

Create quarantine workflow and contamination report — lab audio overview

Build compliance timeline and checklist — lab audio overview

Create automated compliance checks — lab audio overview

Generate compliance gap report with priorities — lab audio overview

GenAI Security Engineering — lab overviews

Injection Taxonomy with Pydantic Models — lab audio overview

Pattern-Based Injection Detector — lab audio overview

LLM-as-Judge Injection Classifier — lab audio overview

Guard Chain Orchestrator — lab audio overview

Short-Circuit Logic for Guard Chain — lab audio overview

Guard Result Aggregator with Weighted Scoring — lab audio overview

Defense Pipeline as FastAPI Service — lab audio overview

Helm Chart Generator with GKE Workload Identity — lab audio overview

HPA Configuration for Guard Service — lab audio overview

Forward Deployed GenAI Engineering — lab overviews

Define Pydantic models for use case scoring criteria, weights, and structured LLM responses — lab audio overview

Implement UseCaseScoringEngine with weighted multi-criteria evaluation — lab audio overview

Build scoring API endpoints with batch evaluation and ranking — lab audio overview

Build DiscoveryInterviewAgent using LangGraph with structured question flows and LLM-powered insight extraction — lab audio overview

Interview Insights Extraction — lab audio overview

Discovery Session API — lab audio overview

Configure LiteLLM multi-provider routing with proxy URL integration — lab audio overview

Implement parallel provider benchmarking with latency and cost tracking — lab audio overview

Build feasibility analysis API with provider comparison and recommendation — lab audio overview

GenAI Application Engineering — lab overviews

Implement ChatRequest and ChatMessage Pydantic models with SSE frame formatter — lab audio overview

Build async generator streaming endpoint with StreamingResponse — lab audio overview

Add CORS middleware configuration and streaming healthcheck endpoint — lab audio overview

Create GeminiStreamAdapter with google.genai.Client initialization — lab audio overview

Implement thinking_config toggle for Gemini 2.5 Flash reasoning budget — lab audio overview