diff --git a/plugins/autodl-remote/bin/autodl-remote b/plugins/autodl-remote/bin/autodl-remote
index eef6767..379f536 100755
--- a/plugins/autodl-remote/bin/autodl-remote
+++ b/plugins/autodl-remote/bin/autodl-remote
@@ -175,17 +175,30 @@ ensure_project_conventions() {
   cat > "$file" <<EOF
 # AutoDL Remote Conventions
 
-This file is created locally by \`autodl-remote\` to record project-level remote workflow notes.
+This file is created locally by \`autodl-remote\` to record project-specific remote workflow conventions.
+
+## Runtime
+
+- Activate command: \`<fill me, e.g. conda activate env or source .venv/bin/activate>\`
+- Python command: \`python\`
+- Install packages: ask before installing
+
+## Remote Paths
 
-- Account: \`$ACCOUNT_NAME\`
 - Remote root: \`$REMOTE_ROOT\`
-- Model directory: \`$PROJECT_MODEL_DIR\`
-- Large files such as models, datasets, checkpoints, and training outputs should stay remote unless explicitly pulled.
-- Edit code locally, upload selected files with \`put\` or \`sync-up\`, run on the remote GPU, then inspect logs/results remotely first.
+- Model dir: \`$PROJECT_MODEL_DIR\`
+- Data dir: \`<fill me>\`
+- Output dir: \`<fill me>\`
 
-## Project Notes
+## Sync Rules
 
-- Add project-specific paths, model locations, dataset locations, and run commands here.
+- Edit code locally first, then upload selected files.
+- Do not download models, datasets, checkpoints, or large outputs unless explicitly asked.
+- Prefer remote \`cat\`, \`tail\`, \`ls\`, and \`tree\` before downloading files.
+
+## Notes
+
+- Add project-specific notes here.
 EOF
 }
 
diff --git a/plugins/autodl-remote/skills/autodl-remote/SKILL.md b/plugins/autodl-remote/skills/autodl-remote/SKILL.md
index 82f1e33..94b0eac 100644
--- a/plugins/autodl-remote/skills/autodl-remote/SKILL.md
+++ b/plugins/autodl-remote/skills/autodl-remote/SKILL.md
@@ -17,6 +17,9 @@ Use this skill when the user wants Codex to work locally while controlling AutoD
 - Prefer reading remote files/logs in place with `cat`, `tail`, `ls`, and `tree`.
 - Use detached job commands for long training runs instead of manually guessing process state.
 - Use `shutdown` when the user asks to stop the remote machine; treat SSH disconnect during shutdown as likely success.
+- Before using AutoDL Remote in a project, read `.autodl-remote/CONVENTIONS.md` if it exists. Treat it as the project-specific source for runtime, paths, sync rules, and notes.
+- When the user and Codex discuss or decide any project-specific remote configuration, runtime environment, path convention, model/data/output location, sync preference, or safety rule, update `.autodl-remote/CONVENTIONS.md` so future sessions can reuse it.
+- Keep `.autodl-remote/CONVENTIONS.md` concise and project-specific; do not turn it into a generic manual.
 
 ## Setup
 
@@ -73,6 +76,6 @@ autodl-remote shutdown
 - Prefer `job status <name>` and `job tail <name>` for detached jobs created with `--name`.
 - Prefer `exec --script` or `exec --stdin` for complex multi-line commands, Python heredocs, env vars, JSON, awk, or sed.
 - Use `put-run` when the workflow is "upload these local paths, then immediately run this remote command".
-- `model-dir` prints the project model directory convention. The first project command creates `.autodl-remote/CONVENTIONS.md` locally for project notes.
+- `model-dir` prints the project model directory convention. The first project command creates `.autodl-remote/CONVENTIONS.md` locally for concise project notes.
 - `shutdown` first syncs the remote filesystem, then tries provider-safe shutdown methods, waits, and verifies that SSH disconnects.
 - Treat broad destructive commands as dangerous; require explicit user approval before using `--allow-dangerous`.