AI Automation Workflows & Tool Use

Publication Specifications

FORMATDRM-Free PDF
LENGTH39 Pages
TIERpremium Edition
PUBLISHERBlizarra Ltd
Premium39 pages • Instant Download

AI Automation Workflows & Tool Use

Integrating LangChain, LlamaIndex, and custom APIs into existing production backends.

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About this Book

Transform back-office workflows with intelligent automation. Learn to hook language models into existing REST APIs, SQL databases, message brokers (Kafka/RabbitMQ), and asynchronous worker queues without fragile glue code.

Target Audience: Backend engineers and automation specialists integrating AI into business processes.

What You Will Learn & Build

Generate robust OpenAPI spec tool definitions automatically from code
Connect LLMs to transactional SQL databases with read-only sanitizers
Build asynchronous processing queues with BullMQ and Celery for slow operations
Design reliable human-approval escalation flows for high-risk operations

Table of Contents

1. The State of AI Workflow AutomationSection 1
2. Dynamic OpenAPI Tool Generation & Schema TranslationSection 2
3. Safe Text-to-SQL Pipelines: Dialect Adaptation & Security FencesSection 3
4. Distributed Job Queues & Asynchronous Background WorkersSection 4
5. Escalation & Approval Workflows via Slack, Teams & WebhooksSection 5
6. End-to-End Case Studies: Invoice Auditing & Ticket Auto-ResolutionSection 6
7. Idempotency, Retries & Exactly-Once Semantics in Agent WorkflowsSection 7
8. Monitoring & Cost Control for Autonomous Agent FleetsSection 8