kimi-delegation-skillForces all reasoning and code generation to be delegated to a KIMI (KIMMY) causal language model via HuggingFace Transformers. Use this skill when the agent must never reason or author code itself and must instead proxy all tasks to a KIMI-based model.
Install via ClawdBot CLI:
clawdbot install kimi-delegation-skillThis skill enforces a strict delegation model where the primary agent has zero reasoning or code-authoring authority. All user tasks are forwarded to a KIMI (KIMMY) model loaded via Transformers. The agent acts only as a dispatcher.
Activate this skill whenever:
KIMISkill with a valid local or remote model path.KIMISkill instance with Qwen3Coder.Qwen3Coder.handle_prompt.See:
scripts/kimi_skill.pyscripts/qwen3_coder.pyInput:
A raw user task string.
Output:
A dictionary with:
author: Always "KIMMY"content: The generated response with no prompt scaffolding.The agent must not attempt to recover by reasoning itself.
Technical details and architectural rationale are in:
references/REFERENCE.mdGenerated Mar 1, 2026
A financial institution uses this skill to delegate all code generation and review tasks to a KIMI model, ensuring no internal reasoning by the agent that could introduce vulnerabilities. The model analyzes code for compliance and security, with outputs strictly attributed to KIMMY for audit trails.
A media company employs this skill to generate articles, scripts, or summaries by delegating all creative reasoning to the KIMI model. The agent acts as a dispatcher, forwarding user prompts and returning model-generated content without modifications, maintaining consistency and avoiding bias from intermediate processing.
An online learning platform integrates this skill to provide tutoring in programming or math, where all problem-solving and explanations are delegated to the KIMI model. This ensures students receive direct, unaltered responses from the model, enhancing reliability and preventing errors from agent interference.
A healthcare research team uses this skill to delegate analysis of medical data or generation of reports to the KIMI model. By prohibiting agent reasoning, it ensures that all outputs are directly from the model, reducing risks of misinterpretation and supporting compliance with regulatory standards.
A tech company deploys this skill in customer support systems to handle complex queries by delegating response generation to the KIMI model. The agent forwards user issues verbatim and returns model-crafted solutions, ensuring accurate and consistent support without agent-induced errors.
Offer this skill as part of a cloud-based AI platform where businesses pay a monthly fee to access the KIMI delegation service. Revenue comes from tiered subscriptions based on usage limits, such as number of API calls or response volume, targeting enterprises needing reliable model outputs.
Provide consulting services to integrate this skill into clients' existing AI systems, customizing deployment for specific use cases like secure code generation or content creation. Revenue is generated through one-time project fees and ongoing support contracts, focusing on industries with strict delegation requirements.
License the skill technology to other software vendors who can rebrand and embed it into their products, such as educational tools or customer service platforms. Revenue streams include upfront licensing fees and royalties based on user adoption, leveraging the skill's strict delegation for niche applications.
💬 Integration Tip
Ensure the model path is correctly configured and test with sample prompts to verify delegation works before deployment, as the agent cannot recover from failures independently.
Use CodexBar CLI local cost usage to summarize per-model usage for Codex or Claude, including the current (most recent) model or a full model breakdown. Trigger when asked for model-level usage/cost data from codexbar, or when you need a scriptable per-model summary from codexbar cost JSON.
Gemini CLI for one-shot Q&A, summaries, and generation.
Research any topic from the last 30 days on Reddit + X + Web, synthesize findings, and write copy-paste-ready prompts. Use when the user wants recent social/web research on a topic, asks "what are people saying about X", or wants to learn current best practices. Requires OPENAI_API_KEY and/or XAI_API_KEY for full Reddit+X access, falls back to web search.
Check Antigravity account quotas for Claude and Gemini models. Shows remaining quota and reset times with ban detection.
Manages free AI models from OpenRouter for OpenClaw. Automatically ranks models by quality, configures fallbacks for rate-limit handling, and updates opencla...
Manages free AI models from OpenRouter for OpenClaw. Automatically ranks models by quality, configures fallbacks for rate-limit handling, and updates openclaw.json. Use when the user mentions free AI, OpenRouter, model switching, rate limits, or wants to reduce AI costs.