The learning portal · 8 tracks
Pick a track. Start learning today.
Every track routes you through the best free learning on Earth (3Blue1Brown, MIT OCW, Karpathy, Anthropic, Stanford), with original project briefs and brutal eval rubrics on top. Open any track to see the plan, walked week by week, and the resource links that are your lessons.
69 concepts 16 projects 169+ curated free resources
Choose your mandate
8 tracks. One graph. A product at the end of each.
Start anywhere. Each track opens to a plan you walk week by week, with concept cards (your lessons, linked to free world-class material) interleaved with production-grade projects you actually deploy.
Agentic Systems Engineering
Orchestrate fleets of autonomous agents that ship real work.
Engineer reliable multi-agent systems: tool use, planning, memory, sandboxed code execution, and orchestration patterns that move from a single augmented LLM to a coordinated fleet. You build agents an enterprise can put in production, not demos. Bridges directly to classic Operating Systems, Distributed Systems, and Compilers.
10 concepts · 2 projectsAI Infrastructure & Inference
Serve frontier models fast, cheap, and at scale.
Own the serving layer: the transformer internals that decide cost, quantization, KV-cache management, continuous batching, paged attention, speculative decoding, and GPU-aware deployment. You leave able to stand up an inference platform that holds an SLO under load. Bridges to Operating Systems, Computer Architecture, and Computer Networks.
9 concepts · 2 projectsApplied ML & Model Engineering
Take a base model and make it yours.
Go from neural-net first principles to shipping adapted models: transformer pretraining intuition, supervised fine-tuning, parameter-efficient methods (LoRA/QLoRA), preference optimization (RLHF/DPO), distillation, and rigorous evaluation. You leave able to own a model-customization pipeline end to end. Bridges to Machine Learning, Linear Algebra, and Statistics.
10 concepts · 2 projectsProduction AI Products
Ship AI products that survive real users and real attackers.
Build the full product around a model: retrieval and context engineering at scale, LLM evaluation and observability, AI red-teaming and security, cost governance, and LLMOps. You leave able to take an AI feature from prototype to a hardened, monitored, publicly hosted product. Bridges to Databases, Software Engineering, and Information Security.
8 concepts · 2 projectsFrontier Systems
Build the distributed, real-time substrate AI runs on.
Engineer the systems frontier AI depends on: large-scale distributed training, real-time and streaming AI, GPU cluster scheduling, vector databases at scale, and the consistency and fault-tolerance tradeoffs underneath it all. You leave able to reason about and operate planet-scale AI infrastructure. Bridges to Distributed Systems, Databases, and Operating Systems.
8 concepts · 2 projectsMultimodal AI & Embodied World Modeling
Build models that see, hear, and physically model the world.
Engineer the systems behind vision-language, any-to-any models, and physics-simulating World Action Models (WAMs): how a vision encoder, projection layer, and language decoder fuse; how diffusion and flow-matching generate images and video; and how embodied models process unified physical trajectories for robotic interventions. Bridges to Computer Vision, Signal Processing, and Machine Learning.
8 concepts · 2 projectsAI Safety, Alignment & Interpretability
Make powerful models honest, transparent, and governable.
Work on what frontier labs hire most heavily for: alignment techniques (RLHF, DPO, Constitutional AI), mechanistic interpretability that reverse-engineers what a network computes, safety evaluations and scalable oversight, adversarial robustness and red-teaming depth, and AI governance grounded in real frameworks (model cards, the EU AI Act, the NIST AI RMF). You leave able to ship an interpretability tool and a safety-and-governance pipeline. Bridges to Information Security, Theory of Computation, and Software Engineering.
9 concepts · 2 projectsLand the Elite AI Role
Turn frontier skill into a frontier offer.
Convert everything you have built into an elite AI role: AI/ML system-design interviews, a public portfolio that gets noticed, the real hiring pipeline at frontier labs, top product companies, well-funded startups, and global remote teams, technical writing and communication, open-source contribution and visibility, and compensation and negotiation. You leave with a shipped portfolio product and a rigorous public technical writeup. Bridges to professional practice and software-engineering communication.
7 concepts · 2 projects