Gen AI for Testers — Free Certification Course

A free, structured on-ramp — the place to begin if GenAI for testing is new to you.

shiftsync.tricentis.com ↗

AI Prompt Repository for Testers

A living library of battle-tested prompts built for real testing tasks.

testingtitbits.com ↗

Prompting Checklist for Testers

The pre-flight checklist that turns a vague prompt into a reliable one.

testingtitbits.com ↗

AI Usage Quadrants for Testers

A decision model for when AI genuinely helps — and when it quietly hurts.

testingtitbits.com ↗

AI Model Selection for Testers

Choose the right model by weighing task complexity against knowledge currency.

testingtitbits.com ↗

The Fine Print of Using AI Tools in Testing

The risks, limits and disclaimers every tester should read before trusting output.

testingtitbits.com ↗

AI in Testing — Video Series

An ongoing video series on applying AI to everyday testing work.

youtube.com ↗

What Is ChatGPT Doing… and Why Does It Work?

Stephen Wolfram’s definitive deep-dive on how LLMs actually generate text.

writings.stephenwolfram.com ↗

Transformer Explainer

An interactive, visual walkthrough of a live GPT-2 — watch attention in motion.

poloclub.github.io ↗

A Conceptual Guide to Transformers

A philosopher’s clear, math-light explanation of the transformer.

benlevinstein.substack.com ↗

LLM Visualization

Walk through a working LLM in 3D, layer by layer, weight by weight.

bbycroft.net ↗

Tiktokenizer

See exactly how a prompt is tokenized — and why token count matters.

tiktokenizer.vercel.app ↗

FineWeb: Decanting the Web for the Finest Text Data

How a state-of-the-art training dataset is filtered out of the raw web.

huggingface.co ↗

FineWeb-Edu Dataset

The educational-quality dataset behind many strong open models.

huggingface.co ↗

Chatbot Arena (LMArena)

Crowd-sourced blind rankings of frontier models, head to head.

lmarena.ai ↗

All Large Language Models Directory

A searchable directory of nearly every model on the market.

llmmodels.org ↗

AI News by Buttondown

A dense daily digest of what actually shipped in AI.

buttondown.com ↗

Prompt Engineering Guide

The most comprehensive open reference on prompting techniques.

promptingguide.ai ↗

2,500+ ChatGPT Prompt Templates

A vast starter pack to adapt and remix for testing workflows.

ignacio-velasquez.notion.site ↗

Awesome ChatGPT Prompts

The classic community-curated prompt collection on GitHub.

github.com ↗

Google Cloud Prompt Gallery

Production-grade prompt samples straight from Google’s playbook.

cloud.google.com ↗

Snack Prompt

Browse and remix trending prompts by category.

snackprompt.com ↗

Google AI Studio

A free playground to prototype prompts against Gemini.

aistudio.google.com ↗

Vertex AI Studio

Enterprise-grade prompt optimization and refinement.

console.cloud.google.com ↗

AICamp

Compare multiple LLMs side by side in one workspace.

app.aicamp.so ↗

LM Studio

Discover, download and run open LLMs entirely on your own machine.

lmstudio.ai ↗

System Prompts of AI Tools

A collected archive of the system prompts behind popular AI tools — a masterclass in prompt design.

github.com ↗

PromptGPT

Turns a rough task into a clean, structured Markdown prompt.

chatgpt.com ↗

PromptPro

An open-source app for refining and enhancing prompt outputs.

github.com ↗

AI-Powered Prompt Writing (Google Cloud)

Google’s guide to using AI to write better prompts.

cloud.google.com ↗

ChatHub

Query several chatbots at once and compare their answers.

chathub.gg ↗

30 Days of AI in Testing

Ministry of Testing’s structured, month-long hands-on challenge.

ministryoftesting.com ↗

AI in Testing Roadmap

A staged learning pathway from the basics to applied practice.

muuktest.com ↗

Incorporating AI in Testing at Work

Practical patterns for bringing AI into a real team.

shiftsync.tricentis.com ↗

Prompt Engineering for Testers

Tester-specific prompting techniques, with worked examples.

testsigma.com ↗

Software Testing with Generative AI

Mark Winteringham’s hands-on book on applying GenAI to testing.

manning.com ↗

What Skills an AI-Assisted Testing Team Needs

The capability mix an AI-era testing team actually requires.

muuktest.com ↗

SLOP to KINO — ShiftSync Webinar

A live session on telling AI slop apart from genuine quality signal.

shiftsync.tricentis.com ↗

MCP Servers & Automation for Testers

A course on wiring up MCP servers to automate testing tasks.

shiftsync.tricentis.com ↗

Is There Something in Your u201cIu201d?

James Bach on what intelligence really means for testers.

satisfice.com ↗

ChatGPT Sucks at Being a Testing Expert

A pointed appendix documenting where the model falls down.

satisfice.com ↗

A Super-Quick Guide to Evaluating AI Claims

Michael Bolton’s sharp filter for cutting through AI hype.

developsense.com ↗

A Reply to a Crowd-Sourced LLM Testing Experiment

A careful critique of a widely shared LLM-for-testing study.

developsense.com ↗

The LLMentalist Effect

Why LLMs feel intelligent — the cold-reading illusion, explained.

softwarecrisis.dev ↗

The 70% Problem

Addy Osmani on why AI gets you 70% of the way and then stalls.

addyo.substack.com ↗

Reversal Curse

Research showing models trained on u2018A is B’ often fail to learn u2018B is A’.

arxiv.org ↗

ChatGPT vs Stack Overflow — Who Answers Better?

An empirical comparison of ChatGPT and Stack Overflow answers.

arxiv.org ↗

Shining a Light on Shadow Prompting

On the hidden prompts quietly shaping AI behaviour.

techpolicy.press ↗

Pivot to AI

Running commentary on AI overreach and broken promises.

pivot-to-ai.com ↗

AI Agents in Testing: The 5W1H Framework — Part 1

A clear framework for reasoning about AI agents in testing.

shiftsync.tricentis.com ↗

AI Agents in Testing: The 5W1H Framework — Part 2

Part two — applying the 5W1H framework in practice.

shiftsync.tricentis.com ↗

AI Agents for Testers — Masterclass

A practical masterclass recording built on the 5W1H framework.

shiftsync.tricentis.com ↗

AI Engineering Resources (aie-book)

Chip Huyen’s open resource set for serious AI engineers.

github.com ↗

Andrej Karpathy

Foundational, accessible teaching from a leading AI researcher.

karpathy.ai ↗

Andrej Karpathy — YouTube

His legendary build-an-LLM-from-scratch lectures.

youtube.com ↗

Michael Bolton

Rapid Software Testing co-author and a leading critical voice.

linkedin.com ↗

Rahul Verma

A deep thinker on testing craft and automation design.

linkedin.com ↗

Dragan Spiridonov

An active voice at the AI-and-testing intersection.

linkedin.com ↗

Rahul Parwal

Follow along for ongoing AI-in-testing work and experiments.

linkedin.com ↗

AI Chapter — Ministry of Testing

Ministry of Testing’s community hub for AI in testing.

ministryoftesting.com ↗

ShiftSync Community

Tricentis’ community for modern testing practice.

shiftsync.tricentis.com ↗

AI Engineer — YouTube

Talks from the leading AI engineering conference.

youtube.com ↗

AI & Beyond AI — YouTube

AI literacy explained for a general audience.

youtube.com ↗

AI Testing Tools (Compilation)

A broad, regularly-updated compilation of AI-powered testing tools.

aitesting.tools ↗

TestingTools.ai

Another curated directory of AI-powered testing tools.

testingtools.ai ↗

TestCraft

AI-assisted, codeless test automation.

home.testcraft.app ↗

TestHatch

Generates test cases from your requirements.

testhatch.com ↗

CodiumAI

Generates meaningful tests for busy developers.

codium.ai ↗

Joe Bot AI (TestGuild)

TestGuild’s AI assistant for automation questions.

testguild.com ↗

Amikoo by MuukTest

AI agents paired with human experts for test automation.

muuktest.com ↗

Gretel.ai

Synthetic test-data generation at scale.

gretel.ai ↗

Future Tools

A constantly-updated finder for the exact AI tool you need.

futuretools.io ↗

There’s An AI For That

Search for an AI tool for almost any task.

theresanaiforthat.com ↗