# Send RLM Controller to your agent Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually. ## Fast path - Download the package from Yavira. - Extract it into a folder your agent can access. - Paste one of the prompts below and point your agent at the extracted folder. ## Suggested prompts ### New install ```text I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete. ``` ### Upgrade existing ```text I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run. ``` ## Machine-readable fields ```json { "schemaVersion": "1.0", "item": { "slug": "rlm-controller", "name": "RLM Controller", "source": "tencent", "type": "skill", "category": "开发工具", "sourceUrl": "https://clawhub.ai/Skywyze/rlm-controller", "canonicalUrl": "https://clawhub.ai/Skywyze/rlm-controller", "targetPlatform": "OpenClaw" }, "install": { "downloadUrl": "/downloads/rlm-controller", "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=rlm-controller", "sourcePlatform": "tencent", "targetPlatform": "OpenClaw", "packageFormat": "ZIP package", "primaryDoc": "SKILL.md", "includedAssets": [ "SKILL.md", "tests/test_path_validation.py", "tests/test_scratch_paths.py", "tests/__init__.py", "tests/test_redact.py", "tests/test_cleanup.sh" ], "downloadMode": "redirect", "sourceHealth": { "source": "tencent", "slug": "rlm-controller", "status": "healthy", "reason": "direct_download_ok", "recommendedAction": "download", "checkedAt": "2026-05-07T20:09:38.067Z", "expiresAt": "2026-05-14T20:09:38.067Z", "httpStatus": 200, "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=rlm-controller", "contentType": "application/zip", "probeMethod": "head", "details": { "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=rlm-controller", "contentDisposition": "attachment; filename=\"rlm-controller-1.2.0.zip\"", "redirectLocation": null, "bodySnippet": null, "slug": "rlm-controller" }, "scope": "item", "summary": "Item download looks usable.", "detail": "Yavira can redirect you to the upstream package for this item.", "primaryActionLabel": "Download for OpenClaw", "primaryActionHref": "/downloads/rlm-controller" }, "validation": { "installChecklist": [ "Use the Yavira download entry.", "Review SKILL.md after the package is downloaded.", "Confirm the extracted package contains the expected setup assets." ], "postInstallChecks": [ "Confirm the extracted package includes the expected docs or setup files.", "Validate the skill or prompts are available in your target agent workspace.", "Capture any manual follow-up steps the agent could not complete." ] } }, "links": { "detailUrl": "https://openagent3.xyz/skills/rlm-controller", "downloadUrl": "https://openagent3.xyz/downloads/rlm-controller", "agentUrl": "https://openagent3.xyz/skills/rlm-controller/agent", "manifestUrl": "https://openagent3.xyz/skills/rlm-controller/agent.json", "briefUrl": "https://openagent3.xyz/skills/rlm-controller/agent.md" } } ``` ## Documentation ### What it does Provides a safe, policy-driven scaffold to process very long inputs by: storing the input as an external context file peeking/searching/chunking slices spawning subcalls in batches aggregating structured results ### When to use Inputs too large for context window Tasks requiring dense access across the input Large logs, datasets, multi-file analysis ### Core files (this skill) Executable helper scripts are bundled with this skill (not downloaded at runtime): scripts/rlm_ctx.py — context storage + peek/search/chunk scripts/rlm_plan.py — keyword-based slice planner scripts/rlm_auto.py — plan + subcall prompts scripts/rlm_async_plan.py — batch scheduling scripts/rlm_async_spawn.py — spawn manifest scripts/rlm_emit_toolcalls.py — toolcall JSON generator scripts/rlm_batch_runner.py — assistant-driven executor scripts/rlm_runner.py — JSONL orchestrator scripts/rlm_trace_summary.py — log summarizer scripts/rlm_path.py — shared path-validation helpers scripts/rlm_redact.py — secret pattern redaction scripts/cleanup.sh — artifact cleanup docs/policy.md — policy + safety limits docs/flows.md — manual + async flows ### Usage (high level) Store input via rlm_ctx.py store Generate plan via rlm_auto.py Create async batches via rlm_async_plan.py Spawn subcalls via sessions_spawn Aggregate results in root session ### Tooling Uses OpenClaw tools: read, write, exec, sessions_spawn exec is used only to invoke the safelisted helper scripts bundled in scripts/ Does not execute arbitrary code from model output All emitted toolcalls are validated against an explicit safelist before output ### Autonomous Invocation This skill does not set disableModelInvocation: true Operators who want explicit user confirmation before every spawn/exec should set disableModelInvocation: true in their OpenClaw configuration In default mode, the model may invoke this skill autonomously; all operations remain bounded by policy limits ### Security Only safelisted helper scripts are called Max recursion depth = 1 Hard limits on slices and subcalls Prompt injection treated as data, not instructions See docs/security.md for foundational safeguards See docs/security_checklist.md for pre/during/post run checks ### OpenClaw sub-agent constraints Per OpenClaw documentation (subagents.md): Sub-agents cannot spawn sub-agents Sub-agents do not have session tools (sessions_*) by default sessions_spawn is non-blocking and returns immediately ### Cleanup Use scripts/cleanup.sh after runs to purge temp artifacts. Retention: CLEAN_RETENTION=N Ignore rules: docs/cleanup_ignore.txt (substring match) ### Configuration See docs/policy.md for thresholds and default limits. ## Trust - Source: tencent - Verification: Indexed source record - Publisher: Skywyze - Version: 1.2.0 ## Source health - Status: healthy - Item download looks usable. - Yavira can redirect you to the upstream package for this item. - Health scope: item - Reason: direct_download_ok - Checked at: 2026-05-07T20:09:38.067Z - Expires at: 2026-05-14T20:09:38.067Z - Recommended action: Download for OpenClaw ## Links - [Detail page](https://openagent3.xyz/skills/rlm-controller) - [Send to Agent page](https://openagent3.xyz/skills/rlm-controller/agent) - [JSON manifest](https://openagent3.xyz/skills/rlm-controller/agent.json) - [Markdown brief](https://openagent3.xyz/skills/rlm-controller/agent.md) - [Download page](https://openagent3.xyz/downloads/rlm-controller)