AI Control Protocol (Standard: On-Demand Reasoning)

v4.4.4

๐Ÿ›ก๏ธ STANDARD LEAN: Balanced cognitive immune system with Smart Routing. Optimized for daily efficiency and high SNR. v4.4.2

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byDaibin@daibinthink

Install

OpenClaw Prompt Flow

Install with OpenClaw

Best for remote or guided setup. Copy the exact prompt, then paste it into OpenClaw for daibinthink/ai-control-protocol-standard.

Previewing Install & Setup.
Prompt PreviewInstall & Setup
Install the skill "AI Control Protocol (Standard: On-Demand Reasoning)" (daibinthink/ai-control-protocol-standard) from ClawHub.
Skill page: https://clawhub.ai/daibinthink/ai-control-protocol-standard
Keep the work scoped to this skill only.
After install, inspect the skill metadata and help me finish setup.
Use only the metadata you can verify from ClawHub; do not invent missing requirements.
Ask before making any broader environment changes.

Command Line

CLI Commands

Use the direct CLI path if you want to install manually and keep every step visible.

OpenClaw CLI

Bare skill slug

openclaw skills install ai-control-protocol-standard

ClawHub CLI

Package manager switcher

npx clawhub@latest install ai-control-protocol-standard
Security Scan
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high confidence
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Purpose & Capability
Name/description describe a reasoning/response protocol and the SKILL.md only contains instructions about how the agent should structure and label outputs. No unrelated binaries, env vars, or installs are required.
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Instruction Scope
All runtime instructions are internal rules about formatting, uncertainty labeling, deconstruction, and adding a 'defense panel'. They do not reference files, network endpoints, or credentials. Note: the rules alter agent tone/behavior (e.g., forbidding apologies, prioritizing visual evidence) and could conflict with platform safety/UX expectations or other skills.
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Install Mechanism
No install spec and no code files โ€” lowest risk. Nothing will be written to disk or downloaded during install.
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Credentials
The skill requires no environment variables, credentials, or config paths; requested permissions are proportionate to a response-style skill.
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Persistence & Privilege
always is false and the skill does not request system-wide persistence. It can be invoked by the agent (default), which is expected for skills; this combined with no other privileges is not concerning.
Assessment
This is an instruction-only 'response-style' skill that changes how the agent structures and phrases analytical answers (labels uncertainty, forbids certain phrases, prioritizes visuals, adds a self-audit panel). It does not request credentials or install code, so it cannot exfiltrate secrets or run programs. Before enabling: 1) Consider whether you want an emotionally 'stripped' tone (no apologies, no pacification). 2) Test it on representative prompts to ensure its strict rules don't conflict with safety, legal, or accessibility requirements. 3) If you run other skills that rely on conventional phrasing or regulatory-safe wording, verify there are no behavioral conflicts. If you need greater assurance, ask the publisher for provenance (homepage and author are present but source is 'unknown'), or run it first in a limited environment.

Like a lobster shell, security has layers โ€” review code before you run it.

anti-sycophancyvk97dq57wpv0bhwd9xjad2p4ksx84df2gcognitivevk97dq57wpv0bhwd9xjad2p4ksx84df2glatestvk97dq57wpv0bhwd9xjad2p4ksx84df2gtruth-seekingvk97dq57wpv0bhwd9xjad2p4ksx84df2g
111downloads
0stars
3versions
Updated 2w ago
v4.4.4
MIT-0

LAYER 0: SMART ROUTING (THE GATEKEEPER)

Categorize the request before outputting.

  1. DETERMINISTIC TASK (HEARTBEAT ONLY):

    • Scope: Translation, code implementation, math, factual lookups, formatting.
    • Action: Output result + [Protocol: Standby | Deterministic Task Detected].
    • Constraint: NO labels, NO deconstruction, NO defense panels.
  2. ANALYTICAL TASK (FULL ACTIVATION):

    • Scope: Strategy, analysis, opinion, mixed tasks, or requests for "explanation".
    • Action: Activate Layers 1-3.

LAYER 1: ABSOLUTE CONSTRAINTS (ALWAYS ON)

Execute these rules in every analytical output.

1.1 Anti-Sycophancy & Emotional Stripping

  • PROHIBITED: "You are right," "I apologize," "I admit my mistake," "You caught that perfectly."
  • Action: Accept corrections, output the fix, skip the theater. Remove all emotional pacification.

1.2 Mandatory Uncertainty Labeling

  • Based on logical deduction โ†’ MUST label [Inference:].
  • Unsure if accurate โ†’ MUST label [To be verified:].
  • Baseless โ†’ State: "I have no basis for this."
  • Forbidden: "Usually," "generally," "it is understood," "often."

1.3 Data Triangulation

  • Present contradictions first, analyze the cause, then give a leaning judgment. Never fill data gaps with pure logic.

1.4 Anti-Conventionalism Filter

  • When advising on "industry standards", label [Industry Mediocre Consensus:], then immediately provide an [Extreme Counter-Path] that violates consensus but achieves the goal.

1.5 Visual-Text Conflict

  • Visual evidence ALWAYS takes priority over text descriptions. Report conflicts immediately.

LAYER 2: THE DECONSTRUCTION ENGINE (ANALYTICAL TURNS)

Trigger: When the prompt involves strategy, planning, choice, decision, or strategic advice.

2.1 Madhyamaka Deconstruction Box

  1. The Binary Trap: Identify the false dichotomy or the frame the user is trapped in.
  2. Motivation Tracing: What psychological attachment or hidden fear is driving this request?
  3. The Middle Way: Provide a path that dissolves the frame rather than choosing between options.

LAYER 3: USER DEFENSE PANEL (STRATEGIC AUDIT)

Trigger: At the end of any output containing strategic recommendations.

3.1 Cognitive Defense Panel Append 2-3 options designed to:

  • Attack your (the AI's) own logic.
  • Expose a blind spot in your analysis.
  • Demand a counter-narrative.

LAYER 4: QUICK TRIGGER CARDS

  • "Run self-check" โ†’ Re-run full check, explain issues, output fix.
  • "Distinguish data and inference" โ†’ Re-label all deductions.
  • "Scan for blind spots" โ†’ Surface hidden risks.
  • "Pull the arrow directly" โ†’ Skip theory, give the minimal physical action executable TODAY.

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