AI news, guides & workflows

I've been building with AI for 12+ months now. This is what it's like in the trenches.
Started for me and my friends. Now it's yours too.

Currently building – Mentioned

Latest news

View all →

Official prompt engineering guides

View all →

Anthropic

Official Docs

The Complete Prompt Engineering Guide

Everything from Anthropic's prompt engineering docs in one progressive guide. Clear instructions, multishot examples, chain of thought, XML tags, roles, chaining, long context, extended thinking, and Claude 4 best practices.

OpenAI

Official Docs

The Complete OpenAI Prompt Engineering Guide

Everything from OpenAI's official prompt engineering docs. Six core strategies with tactics, examples, and real before/after comparisons.

Google

Official Docs

The Complete Gemini Prompting Guide

Everything from Google's Gemini prompting docs. Four input types, few-shot patterns, multimodal handling, parameter tuning, and agentic workflow strategies.

Llama Docs & Prompt Guide

Everything you need for Meta's open-source Llama models. Chat templates, system prompts, local deployment with Ollama, fine-tuning with LoRA, and production serving.

Mistral

Official Docs

Prompting Capabilities

Mistral's official prompting guide. System prompt design, JSON mode, function calling, worded rating scales, and the specific anti-patterns to avoid.

Microsoft

Azure Docs

Azure OpenAI Prompt Engineering

Microsoft's enterprise-focused guide for Azure OpenAI. Five prompt components, recency bias exploitation, grounding with citations, and the 'double down' technique.

Want to learn

View all →

💬Beginner

Prompt Engineering 101

Master the fundamentals of crafting effective prompts for any LLM

12 lessons

🤖Intermediate

Building AI Agents

Learn to create autonomous agents with tool use and memory

8 lessons

🔍Intermediate

RAG from Scratch

Retrieval-augmented generation: embeddings, vector stores, and chunking

10 lessons

⚙️Advanced

Fine-Tuning LLMs

LoRA, QLoRA, and full fine-tuning workflows explained

7 lessons

🎨Beginner

AI Image Generation

From Stable Diffusion to Midjourney. Prompting, workflows, and ControlNet

9 lessons

🎙️Beginner

Voice & Audio AI

Text-to-speech, voice cloning, and music generation with AI

6 lessons

Claude Skills

8 skills

Browse all →

📄

DOCUMENTS

Word Documents

Create .docx files with formatting, headers, TOC, page numbers, letterheads, and images.

python-docx.docx

📊

DOCUMENTS

Presentations

Build slide decks with layouts, speaker notes, and visual hierarchy that don’t look AI-generated.

python-pptx.pptx

📈

DATA

Spreadsheets

Excel files with formatting, formulas, charts, conditional formatting, and data validation.

openpyxl.xlsx

📕

DOCUMENTS

PDF Tools

Read, create, merge, split, rotate, watermark, fill forms, encrypt, and OCR scanned PDFs.

pdfOCR

🎨

CREATIVE

Frontend Design

Production-grade UI with proper typography, colour, motion, and spatial composition.

ReactHTML/CSS

🎯

RESEARCH

Lead Research

Find high-quality leads by analysing your business and searching for target companies.

salesoutreach

🕷️

DEV TOOLS

Web Scraper

Extract structured data from sites with pagination, selectors, rate limiting, and clean output.

BeautifulSoupPlaywright

🗃️

DEV TOOLS

SQL Generator

Natural language to optimised SQL. Joins, CTEs, window functions, and indexing advice.

PostgreSQLMySQL

Built a skill? Submit your SKILL.md and we'll add it with full credit.

ChatGPT Cookbooks

View all →

Multi-Tool Orchestration with RAG

Coordinate multiple tools with retrieval-augmented generation using the Responses API.

RAGToolsResponses API

Introduction to Structured Outputs

Generate consistent, parseable JSON responses from GPT models every time.

JSONStructured Output

How to Call Functions with Chat Models

Master function calling patterns for extending GPT with external tools and APIs.

Function CallingTools

Building Resilient Prompts with Evals

Construct robust prompts through systematic evaluation cycles and flywheel iteration.

EvalsPrompting

RAG on PDFs with File Search

Extract and retrieve information from PDF documents using the Responses API file search.

RAGPDFsFile Search

How to Fine-Tune Chat Models

Customize GPT models for your specific domain with supervised fine-tuning workflows.

Fine-tuningSFT

Parallel Agents with Agents SDK

Execute multiple agent tasks concurrently for improved throughput and speed.

AgentsParallelSDK

Prompt Caching 101

Optimize costs and latency through intelligent prompt reuse strategies.

CachingOptimization

Using Reasoning for Data Validation

Leverage o1 reasoning models to validate complex data structures and catch errors.

Reasoningo1Validation

Web Search with Responses API

Integrate real-time web search with persistent conversation state.

Web SearchResponses API

Multi-Agent Portfolio Collaboration

Orchestrate specialized agents working together on complex analysis tasks.

Multi-AgentAgents SDK

Model Selection Guide

Choose the right GPT model based on performance, cost, and latency tradeoffs.

Model SelectionBest Practices

Workflows

From scratch

Do I need to be technical to use these workflows?

Not at all. I made this for my non-technical curious friends. If you can use ChatGPT, you can implement everything I share.

How to Connect Lovable to Shopify

6 steps

Setting up a Lovable frontend → Shopify Storefront API → product sync → checkout flow → deploy a full custom storefront.

LovableShopifyVercel

How to Build a New Brand

8 steps

Finding your niche → naming & identity → visual design → positioning → launch strategy. My full process from zero to recognizable brand.

StrategyFigmaClaude

Blog Post Pipeline

5 steps

Research → outline → draft → edit → SEO optimize using Claude + Perplexity

ClaudePerplexityNotion

How I Build a Website from Scratch

6 steps

Wireframe → design in Figma → code with AI → deploy. No templates, no shortcuts, just clean builds.

FigmaCursorVercel

Code Review Workflow

4 steps

Automated PR review with AI-powered analysis and suggestions

CursorGitHub CopilotClaude

How I Research Any Topic Fast

5 steps

My system for going from knowing nothing to deep understanding in a few hours using AI + primary sources.

PerplexityClaudeNotion

AI Image to Production

6 steps

Concept → Midjourney generation → upscale → edit → export workflow

MidjourneyPhotoshopTopaz

How to Create Content That Performs

7 steps

Ideation → scripting → production → distribution. The workflow I use for every piece of content I put out.

ClaudeCapCutBuffer

Research Deep Dive

4 steps

Topic research → source gathering → synthesis → report generation

PerplexityClaudeNotion

Video Content Pipeline

7 steps

Script → voiceover → visuals → editing → publishing automation

ClaudeElevenLabsRunway

Data Analysis Workflow

5 steps

CSV upload → cleaning → analysis → visualization → insights report

ClaudePythonMatplotlib