Tendril
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Creators · Ages 14–17
The full LLM pipeline, agentic AI with OpenClaw + Ollama, subscription-tier literacy, and a real capstone.
Meet your guide: Atlas — a minimal octahedron
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Chapters
Modules · 31
Code review is the highest-leverage touchpoint in a team. Automating the noise with AI frees humans to focus on the irreducibly human parts. Let's design the workflow.
The creators capstone. You scope, design, build, test, deploy, and document a real full-stack project using an agentic workflow — end to end.
Everything comes together. Design, code, test, secure, and ship a production-quality agent with open-source code you can fork today.
Who owns it? Who can you sue? Who indemnifies you? The commercial licensing landscape is fragmented, evolving, and critical to ship-safe work.
The winning pattern in 2026 is not AI-replacing-humans — it's AI-as-instrument. Figma, v0.dev, Canva, and editor workflows show how to compose it.
Consent, deepfakes, fair use, democratization of creation. The hardest questions in this track don't have clean answers. Let's work through them honestly.
Brand loyalty is a liability in AI. Learn the muscle memory of switching models, the signals that say 'time to swap,' and the anti-lock-in habits.
Fine-tune, evaluate, serve, monitor. The ML engineer is the person who ships the models that now power medicine, law, and design. It is the highest-leverage engineering role.
Autodesk Forma and generative design explore thousands of layouts while you sleep. The PE still owns every seal on every drawing.
Fusion generative design explores millions of topology options. nTopology and Ansys simulate in hours what used to take weeks. The ME still owns manufacturability.
HubSpot Breeze, Jasper, and Adobe Firefly produce copy, creative, and segmented sends in hours instead of weeks. Taste and strategy are the remaining differentiators. What AI touches Copywriting — Jasper, Writer, Copy.ai for ads, emails, landing pages.
Massing studies that took two weeks now take two hours. Here is what an architect actually does when the computer can draft.
Generative imagery, 3D garment sim, and on-demand pattern-making have collapsed the front end. Taste is still the scarce resource.
Syndromic surveillance runs on ER notes, wastewater, and social signals. The epidemiologist designs the study, interprets the signal, and briefs the public. An anomaly detection model has flagged a GI cluster in one district.
Site design, shade analysis, and permit packets run through AI. The work on the roof still runs through your hands.
AI runs the research and drafts the decks. The strategist still has to decide what a brand means.
Space planning, mood, and 3D viz have collapsed to hours. The designer still has to know what a room should feel like. What AI touches Concept renderings — text-to-image from existing room photos.
The job climbed the ladder. Simple image labeling went to workflows; trained humans now do reinforcement learning from human feedback on hard tasks.
Figma's AI features (First Draft, Make Designs, Rename Layers) bring generative design to the industry standard. Deep dive on what it's changed and what's still a gimmick.
Framer's AI turns a prompt into a publishable website with real code. Look at who's using it to ship portfolios and small-biz sites in 2026.
Recraft focuses on style consistency, vector output, and brand workflows — things Midjourney still ignores. Deep dive on why designers and marketers are switching.
Galileo AI (now part of Google) generates high-fidelity UI mockups from prompts. Look at the acquisition, what happened to the product, and current Google Stitch equivalence.
Uizard turns hand-drawn sketches, screenshots, and prompts into editable UI mockups. Look at whether its 2026 AI upgrades make it a real Figma alternative.
Runway Gen-4 generates cinematic AI video from prompts. Deep look at its industrial-strength features, why studios use it, and the ethical firestorm around it.
ElevenLabs generates synthetic voices indistinguishable from human recordings. Deep dive on voice cloning, dubbing, the consent-and-ethics story, and pricing realities.
Suno generates full songs — vocals, instruments, lyrics — from a text prompt. Deep dive on what it sounds like, the industry lawsuits, and whether it's a toy or a tool.
Descript revolutionized podcast editing by making audio editable as text. Deep dive on Overdub voice cloning, Studio Sound, and the serious 2025 updates. Studio Sound — one-click AI noise reduction that makes laptop recordings sound studio-quality.
Pika Labs built a viral AI video product aimed at creators, not studios. Compare it to Runway and look at where it fits in 2026.
The eval that matters most is the one tied to your real task. Here is a step-by-step way to build one. The rubric is the product Most 'AI product' failures are actually rubric failures.
Every labeled dataset has mistakes. Studies have found error rates of 3 to 6 percent in famous benchmarks like ImageNet. Noisy labels confuse models and mislead evaluations.
In September 2012, a neural network crushed ImageNet and everything about AI changed.