Ehh? Aye ✓ - AI Guidance and Tools
From AI confusion to confidence. No jargon. Just help.
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How Large Language Models Actually Work: Context & Probabilities
The model has no senses. It calculates that in human text, "baker" + "oven" is most often followed by "bread".
Turn climate myths & misinformation into fact-based action. AI-powered research, presentation strategy, and generated visuals.
Stop chatting. Start engineering. Transform vague prompts into bulletproof 6-part specifications that autonomous AI agents can execute without clarifying questions.
Answer four simple questions and get a ready-to-use harness bundle — AGENTS.md, CLAUDE.md, system rules and permission gates. No jargon, no API keys, all in your browser.
Transform your text into compelling visual stories. Generate illustrations and bring your narratives to life instantly.
Fifteen ways AI use fails — and the fix for each. What happens when the AI misbehaves, when we use it wrong, and when the systems around it break.
How to choose and use AI harnesses — Hermes, DeepSeek Harness, Claude Code and the rest. Eighteen pieces of hard-won advice on picking one, setting it up safely, and getting real work out of it.
Why and how to run AI models on your own machine — Ollama for open models in one command, Unsloth to train your own version, and exactly what hardware you need.
🚀 Future Directions
Where Ehh? Aye! is heading next
Coming Soon
- ▸Dynamic Experiences: Rotating taglines and themes - never the same site twice
- ▸Workflow Builder: From specs to automated processes
- ▸Cost Estimator: Predict API and development costs
On The Horizon
- ▸Business Pain Diagnostics: Digital physiotherapist for your workflows
- ▸Ambiguity Remover: Ensure everyone speaks the same language
- ▸Funding Matcher: Connect projects with strategic opportunities
The Big Vision
From Education to Platform:
Evolving from teaching AI to becoming a full consultancy automation platform
Community & Impact:
Tools for local democracy, sustainability, and social good
"From complexity to enlightenment" - Building tools that give humans space to do well
From Prototypes to Autonomous Production: Work with Roderick Read
Hands-on advisory, bespoke AI harness engineering, team training, and agent automation systems tailored to your technical stack.