Workflow guides
End-to-End RAG: From Raw Files to Cited Answers
An end-to-end RAG guide with choices for file cleaning, chunking, embeddings, retrieval, context budgets, evaluation and production updates.
Workflow guides
Practical AI workflows for creators and builders
Practical guides to end-to-end RAG, coding agents, harness engineering, reusable skills and creating content with AI.
RAG, agent engineering & skill improvement
Workflow guides
Harness Engineering: Agent Loops, State, Recovery and Evals
A detailed harness engineering guide to agent state machines, typed tools, durable recovery, context management, multi-agent tradeoffs and outcome evaluation.
Workflow guides
Microsoft SkillOpt: A Practical Guide to Self-Improving Agent Skills
Understand Microsoft SkillOpt and SkillOpt-Sleep, then design a small experiment with useful checks, clear costs and reviewed skill updates.
Workflow guides
AI models, apps, APIs and agents: a practical guide
Understand the difference between an AI model, an app, an API and an agent. Use GPT-6, Claude Code and live voice examples to ask the right setup questions.
Workflow guides
AI Prompting for Real Work: Write a Better Brief
Build useful AI prompts with a clear outcome, source material, constraints, examples and acceptance checks. Includes a reusable client-project brief example.
Workflow guides
Claude Code Workflow Tips: Context, Changes and Checks
Practical Claude Code habits for small products: focused briefs, useful CLAUDE.md instructions, context management and evidence before publishing changes.
Workflow guides
Codex Workflow Tips: Brief, Implement, Verify
A practical Codex workflow for creator websites and small products: useful project instructions, scoped prompts, reviewable changes and verification.
Workflow guides
How to Evaluate AI Output Before You Use It
Check AI answers with a practical rubric, source verification and repeatable examples. Learn to compare tools without inventing benchmarks or trusting polish.
Workflow guides
RAG Embeddings, Retrieval and Context: Compare the Options
Compare embedding models, vector stores, hybrid search, rerankers and context budgets. Build a RAG retrieval path with permissions and useful citations.
Workflow guides
RAG File Preparation and Chunking: From Messy Files to Reliable Evidence
Compare RAG parsing, OCR, file classification, cleaning and chunking methods. Preserve tables, permissions and citations before embedding documents.
Workflow guides
How to clone your own voice for a podcast
Prepare a clean voice sample, follow verification requirements and review generated narration. A practical own-voice workflow with current official sources.
Workflow guides
How to generate AI B-roll without losing accuracy
Plan useful AI B-roll, test reference shots and track accepted-output cost. A practical workflow for accurate visuals, licensing checks and clear disclosure.
Workflow guides
How to make an AI avatar explainer video
Build an avatar explainer around a clear script and accurate visuals. Follow a practical approval, rendering and publishing workflow without output guarantees.
Workflow guides
How to add accurate captions to YouTube Shorts
A practical caption workflow for Shorts: transcribe, correct, style and review. Compare editing options and keep names, meaning and mobile readability intact.
Workflow guides
How to build a creator tool stack under $50 a month
Build a smaller creator stack with monthly-billing examples. Separate annual commitments, taxes, credits and optional tools before choosing subscriptions.
Workflow guides
How to turn a podcast into useful short videos
Select podcast moments, preserve context and review captions before publishing short videos. A practical workflow with current format guidance and tool choices.