ralphthon-icml

Analyze live W&B Models and Weave project data using the W&B MCP server, including runs, histories, configs, traces, evaluations, artifacts, registries, comparisons, diagnoses, and reports. Use when the user asks what happened in a W&B project, which run or model is best, why a run or trace failed, how evaluations performed, what changed between versions, or to save an evidence-backed analysis as a W&B Report.

Add W&B Models experiment tracking and guarded alerts to iterative experiment workflows, including Codex or Ralph-loop autoresearch. Use when the user asks to instrument experiments, create one W&B run per candidate, group related runs, record hypotheses and code provenance, log metrics and summaries, detect failed or stalled experiments, or validate that runs are comparable and reproducible. Use wandb-project-analyst for analysis of data already stored in W&B.

Add W&B Weave tracing to an existing LLM, agent, RAG, or tool-using application with minimal behavioral change. Use when the user asks to integrate Weave, instrument code with @weave.op, trace model or tool calls, choose trace boundaries, account for framework auto-patching, protect sensitive trace data, debug missing traces, or verify a real trace tree. Keep this skill focused on tracing; route evaluations, assets, and general W&B documentation elsewhere.

Turn a world-model, 월드모델, simulation, predictive-state, embodied-agent, or intervention-model idea into ranked falsifiable research questions and a compact experiment handoff. Use when selecting a world-model research direction, deciding whether an idea needs a world model, defining an action-conditioned or counterfactual comparison, or preparing Ralphthon work for Auto Research Track 1 or Track 2.

Use when preparing Ralphthon research specifications or 연구 명세, automated experiments, a Track 1 short paper or 논문, a Track 2 review agent or 리뷰, or an evidence-backed submission under the event deadline.

Use when signing up or 가입 for current VESSL Cloud, installing or authenticating vesslctl, checking organizations and teams, or preparing a first billable GPU Workspace, Job, or 기본 세팅.

Use when signing up or 가입 for W&B Cloud, configuring a personal API key, checking authentication, or creating a first experiment-tracking run or 실험 추적 project.

Welcome and orient Ralphthon @ICML attendees, operators, sponsors, and QR/POP traffic. Use when the user asks for Ralphthon ICML onboarding, attendee welcome copy, event orientation, QR or POP copy, guestbook engagement, hackathon context, or Codex skill surface framing.