بنقرة واحدة
writing-style
Marin house writing style. Use when drafting or revising Marin-authored prose.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
القائمة
Marin house writing style. Use when drafting or revising Marin-authored prose.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
Build + push the gpu-rl Docker image (`ghcr.io/open-thoughts/openthoughts-agent:gpu-rl`) — the RL runtime for CoreWeave H100 (torch 2.11.0+cu128 + the from-source vLLM fork + flash-attn 2.8.3 + skyrl-train/torchtitan EP) — IN the CoreWeave `cw-us-east-02a` cluster, AS AN IRIS JOB USING KANIKO. Self-contained to THIS repo (MarinSkyRL): the RL env is `uv sync --frozen` against `skyrl-train/{pyproject.toml,uv.lock}` (the lock is the single source of truth — no constraint file). Covers WHY kaniko not buildkit (the cluster denies CAP_SYS_ADMIN/bind-mounts + runs gVisor), the crane-export-over-ubuntu recipe, the load-bearing resource/flag settings (512GB node, per-instruction layers not `--single-snapshot`, `--cache`, ghcr GitHub-PAT creds), the Dockerfile gotchas baked into the build (uv `--index-strategy unsafe-best-match`, `python -m pip wheel`, torchtitan+tyro via the `ep` extra), the build-asserts-as-validation, capturing the digest + bumping `DEFAULT_RL_DOCKER_IMAGE`, monitoring the build job, and WHEN a rebu
Lint, run the pre-PR checks, commit, push, and author or update the branch's pull request in the required plain-text format. Use when committing, pushing, or creating/updating a PR.
Debug a code bug with a structured debug log that records hypotheses, changes, and results.
File a GitHub issue for a bug or improvement found this session.
Write or revise tests with an emphasis on behavior, regression coverage, pytest style, and avoiding "slop tests." Use when adding tests, fixing failing tests, reviewing test quality, or deciding what test would catch a bug.
استنادا إلى تصنيف SOC المهني
| name | writing-style |
| description | Marin house writing style. Use when drafting or revising Marin-authored prose. |
Start here for any non-trivial Marin-authored text. This file is the common layer; then read the medium-specific file that matches the deliverable.
The above defines the default voice; we allow some flexibility by author. These rules are stricter for agent-written text than for human-written text.
Researchers need not suppress their own voice. Some personality is fine, especially in retrospectives, blog posts, and narrative writeups, as long as the writing stays concrete, honest, and technically disciplined.
Agents should err toward more discipline. When reviewing human prose, allow deviations and flourishes that do not conflict with core Marin values.
we think, preliminary results suggest, or this seems to break down when... when warranted.For longer-form writing, include an easy-to-scan doc-level TL;DR near the top.
For longer-form writing, add section-level takeaway lines or short TL;DRs where they help readers navigate.
Do not force these patterns into short-form media that do not benefit from them.
we found, this suggests, in practice, and one limitation is.clearly, obviously, groundbreaking, and state-of-the-art unless you define and defend them.Do one editing pass that looks only for generic, over-smoothed, LLM-sounding prose. Then apply ai-writing-donts.md as the detailed checklist for what to remove or rewrite.
Write clearly, honestly, and with enough evidence for the work to stand on its own.