Reading list

AI-engineering reading list

Papers, blog posts, and talks I send every engineer I mentor on getting up to speed with AI.

40+ linksResources

Papers, blog posts, and talks every AI-focused engineer should read.

Foundation

Start with Attention Is All You Need if you want the theory. Skip it if you don't. Either way, read Kaplan et al. on scaling laws.

Practice

The LLM Prompt Engineering guide from OpenAI. Anthropic's prompt best practices. Papers on RAG, fine-tuning, and in-context learning.

Edge cases

Read about jailbreaks not to use them, but to understand the threat model. Read about hallucinations. Read about safety.

Then build something. Reading without building is theater.

More resources

Series · 4 parts

Building production voice agents that don't embarrass you

A walkthrough of the state machine, audio pipeline, and fallback design I use for Chasyr.

Updated Apr 2026
Tutorial

A pragmatist's guide to RAG (with code)

When RAG actually beats fine-tuning, when it doesn't, and how to tell which one you need.

Updated Mar 2026
Tutorial · Open source

AI-first PR review, codified

The exact prompts and CI workflows my team runs on every PR. Copy-paste, MIT licensed.

github.com/isheraz/ai-pr
Starter kit

Next.js × Supabase × Stripe - a deployable starter

The boilerplate I clone for every new SaaS bet. Auth, billing, RLS, AI hooks pre-wired.

github.com/isheraz/saas-kit
Talk · 32 min

AI-First Engineering Teams - Lahore Devs Meetup

How I restructured a 7-person team around AI tooling. Velocity numbers, cultural pitfalls, what worked.

November 2025
Lecture

From Pre-sales to Production: Solutions Architect, decoded

A guest lecture at COMSATS on how mid-career engineers can move into architecture roles.

COMSATS · Sep 2025
Panel

Voice Agents in Regulated Markets

Panel at AusFinTech 2026 - the legal, technical, and ethical scaffolding for AI that talks to customers.

AusFinTech · 2026
Curated list

Books that changed how I architect systems

A handful of titles - short list, opinionated commentary, no affiliate nonsense.

12 books
Stack

Tools I actually use, daily

My exact dev stack - IDE, terminal, AI agents, productivity hacks. Updated quarterly.

Updated Q2 2026
Career guide

Resources for engineers from Pakistan

Remote-friendly companies, visa sponsors, OSS scholarships - things I wish I had a decade ago.

Free