ayush488-glitch

Agentic Ai Sys

Name: Agentic Ai Sys
Author: ayush488-glitch

AI community

SOURCE https://github.com/ayush488-glitch/agentic-ai-sys

Description

Agentic AI System Design with Case Studies

Installation

This entry records only its repository, not the path inside it, so there is no exact command to give. Open the source below and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

README

Agentic ML System Design

**From Messy Workflows to Intelligent Agents**

*By Ayush Singh | 2026 Edition*

*"Every business has a human doing 12 steps manually. Your job is to see those 12 steps and know which ones become ML, which become rules, which become LLM, and how they talk to each other."*

About

A comprehensive, case-study-first guide to designing agentic machine learning systems. This book teaches you to look at real, messy business workflows and redesign them into clean, intelligent systems using four building blocks: Triggers, Deterministic ML, LLMs, and Tools.

No fluff. No theory without practice. Ten real industries. Seven named design patterns. One design template you can apply anywhere.

Part 1 — Foundations

#	Chapter	Description
01	See the Mess	The universal messy workflow pattern. How to ask the right 3 questions. Why humans can't see their own workflows.
02	The Vocabulary	The 4 component types (Trigger, Deterministic ML, LLM, Tool). The Golden Rule. Agent complexity levels 0-3. Orchestration and memory.

Part 2 — Case Studies

#	Chapter	Industries	Key Lessons
03	Insurance, Recruitment, Accounting	Insurance, HR, Finance	The Golden Rule in action. Embeddings for matching. Multi-agent parallel processing.
04	Real Estate, EdTech, Marketing	Real Estate, Education, Marketing	Memory + personalisation. Lead scoring. Creative generation with human review gates.
05	Hospital, Support, Legal, Supply Chain	Healthcare, E-commerce, Legal, Logistics	Triage classification. Sentiment-aware escalation. Citation require