Integrate MoE, MLA, DDP, and GRPO
one move: integrate every subsystem
Open the code pane immediately, then use the Spec tab, optional design question, tests, and artifact when you want them.
Finish each move before carrying the artifact forward.
A frontier model is an integration problem: efficient attention, sparse experts, distributed training, and verifiable reasoning must fit one contract.
Deliverable: Write the mechanism in one sentence.Assemble a small end-to-end replica with MLA-style latent KV, MoE routing, distributed updates, and GRPO-style verification.
Deliverable: Type the smallest runnable implementation.The system must train, generate, report memory/throughput, and survive one injected failure.
Deliverable: Record the expected output and one edge case.Scale only after fixed-fixture correctness; compare each optimization against the previous artifact.
Deliverable: Change one variable and explain the result.A portfolio-grade system design review, benchmark, and rejected-tradeoff log.
Deliverable: Save the code, output, and a short failure note.The system must train, generate, report memory/throughput, and survive one injected failure.
Scale only after fixed-fixture correctness; compare each optimization against the previous artifact.
A portfolio-grade system design review, benchmark, and rejected-tradeoff log.
Mapped from the supplied Build Everything PDF, source page 76. The five moves are Deriva’s implementation contract for this project.