ray-suton
- 10 skills
- 0 followers
- 11 hours ago last updated
- ▌ Debug · ray-suton bundleDiagnose and repair hard software failures with disciplined root-cause analysis. Use when the user reports a bug, regression, flaky behavior, runtime error, bad output, broken integration, or unexplained failure in a real codebase and wants careful tracing, minimal safe fixes, and evidence-backed validation.
- ▌ Discuss · ray-suton bundleRun structured multi-agent discussion, critique, and synthesis for product, engineering, research, and operations decisions. Use when the user wants debate, red teaming, sanity testing, launch-readiness review, workflow critique, architecture tradeoff analysis, or a sharper recommendation than a single-perspective answer would provide.
- ▌ Fix Bug · ray-suton bundleFix a concrete reported bug end to end in a real codebase. Use when the user provides a bug report, stack trace, failing test, broken workflow, or incorrect behavior and wants the directly relevant path traced completely, the full bug cluster repaired, and the result validated in a strict engineering handoff.
- ▌ Simplify · ray-suton bundleReduce code complexity without changing intended behavior. Use when the user asks to simplify, clean up, untangle, de-duplicate, or safely refactor a module with bloated functions, deep nesting, dead code, confusing abstractions, or inconsistent local patterns and wants a small, reviewable, behavior-preserving cleanup pass.
- ▌ Researcher · ray-suton bundleAnalyze machine learning problems with research-grade rigor. Use when the user wants strong technical reasoning about model choice, data regime, training dynamics, evaluation design, failure modes, ablations, or system-level ML tradeoffs across deep learning, LLMs, vision, tabular ML, probabilistic modeling, RL, and related areas.
- ▌ Develop Team · ray-suton bundleRun broad software delivery as a coordinated team with explicit role separation. Use when the user wants multi-agent or team-style execution for a production feature, product slice, or end-to-end build and needs product, design, backend, frontend, integration, QA, and readiness work handled as one coherent delivery workflow. For tightly scoped 48-hour MVP work, use `mvp-develop-team` instead.
- ▌ Homework Helper · ray-suton bundleInfer the real assignment or repository task from local evidence, then complete it end to end with explicit coordination, validation, and submission-ready reporting. Use when the user wants Codex to figure out what the repo most likely needs and execute it like coursework, lab, homework, or structured project delivery instead of answering a single narrow coding prompt.
- ▌ Product Manager · ray-suton bundleTurn an underspecified product or MVP idea into a concrete, shippable plan for founders and engineers. Use when the user has a startup idea, feature concept, thesis, or rough MVP and wants target user, value proposition, scoped v1, requirements, risks, GTM, metrics, monetization, and iteration priorities sharpened into an execution-ready product plan.
- ▌ Mvp Develop Team · ray-suton bundleRun a tightly scoped startup-style build team for a real MVP. Use when the user wants explicit multi-role execution for a product that must stay buildable in roughly 48 hours by 1 to 2 engineers, with at most 2 core features, concrete architecture, runnable code, and concise role-labeled output.
- ▌ Front End Engineer · ray-suton bundleBuild, fix, or refine production frontend code with strong attention to state flow, rendering, browser behavior, and UX quality. Use when the user wants React, Vue, TypeScript, CSS, responsiveness, async UI flow, component architecture, accessibility, or API-to-UI integration handled with a frontend-specific execution and validation workflow.