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REDDWARF TECH ACADEMY • PRACTICAL AI HANDBOOK

Architect, Build & Ship Production AI Applications

Skip the 10-line tutorial wrappers. Master deterministic JSON outputs, autonomous agents, hybrid RAG pipelines, prompt defense, and scalable cloud deployments.

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1st Edition • 2026 English

AI DEVELOPER HANDBOOK

The Complete Engineering Manual for Building Reliable Large Language Model Applications

6 Comprehensive Chapters • Production Schemas
WHAT YOU WILL MASTER

Zero-Fluff Curriculum Built for Developers

01

Deterministic JSON & Tools

Enforce strict runtime schemas with Zod and JSON Schema. Handle tool invocation retries and recovery seamlessly.

02

Hybrid Vector & Keyword RAG

Implement multi-vector chunking, embedding math, cross-encoders, and eliminate domain hallucinations.

03

Autonomous Agent Loops

State machines, loop circuit breakers, tool rollbacks, and deterministic guardrails for resilient multi-step workflows.

04

Prompt Injection Defense

Airtight containment strategies against direct/indirect prompt injection, model jailbreaks, and sensitive data leakage.

05

Caching & Cost Optimization

Semantic caching with Redis, SSE streaming optimizations, latency trimming, and multi-tier model routing.

06

Cloud Deployment Runbooks

Deploying resilient microservices on Cloud Run, Kubernetes, and serverless containers with automated health checks.

Umakant — Founder
Author & Lead Architect

Umakant

Founder & Lead Architect

Founder & Lead Architect at REDDWARF TECH. Leading the charge in enterprise full-stack development and production engineering.

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