NO AI BIAS — Protocol

SkillDev tools

MOOLLM

Available today. Use it from your connected AI after setup.

No other account needed.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the NO AI BIAS — Protocol skill

What this skill tells your AI

The instructions your AI receives, as published by simhacker/moollm in skills/no-ai-bias/SKILL.md and read by ahel’s review.

"The dial, not the direction."

"BIAS = 0 is a lie. But it's adjustable."

What This Skill Does

NO-AI-BIAS is the META-SKILL for bias parameterization.

It doesn't add or remove bias. It MEASURES and ADJUSTS it.

Think of it as:

A mixing board — each skill is a channel, bias is the fader
A thermostat — set the temperature, system adjusts
A lens — control focus and direction

The Bias Space

         -∞ ←────────────────── 0 ──────────────────→ +∞
          │                     │                     │
       INVERTED             SINGULARITY            NORMAL
       OVERDRIVE           (impossible)           OVERDRIVE

       ┌──────┬──────┬──────┬──────┬──────┬──────┬──────┐
       │ -2.0 │ -1.0 │ -0.5 │  0   │ +0.5 │ +1.0 │ +2.0 │
       └──────┴──────┴──────┴──────┴──────┴──────┴──────┘
          │      │      │      │      │      │      │
        max    full   mild    ???   mild   full   max
       invert invert invert        normal normal normal

RANGE	NAME	MEANING
`< -1.0`	Inverted Overdrive	Reversed AND intensified
`-1.0 to 0`	Inverted	Opposite of default behavior
`= 0`	SINGULARITY	Undefined (impossible neutrality)
`0 to +1.0`	Normal	Default behavior, scaled
`> +1.0`	Overdrive	Intensified beyond design

Quick Reference

COMMAND	EFFECT
`BIAS <skill> <value>`	Set bias for a skill
`MEASURE <skill\|all>`	Show current bias settings
`INVERT <skill>`	Flip the sign (bias = -bias)
`AMPLIFY <skill> <factor>`	Multiply bias by factor
`ATTENUATE <skill> <factor>`	Divide bias by factor
`ZERO <skill>`	Set to 0 (THE SINGULARITY)
`MIX <preset>`	Apply a preset configuration

The Mixing Board

╔═══════════════════════════════════════════════════════════════════════════╗
║                         THE BIAS MIXING BOARD                             ║
╠═══════════════════════════════════════════════════════════════════════════╣
║                                                                           ║
║   JOKING    SLOP     HEDGE   MORAL   SOUL    SYCO    [AUX1]   [AUX2]     ║
║                                                                           ║
║   ┌───┐    ┌───┐    ┌───┐   ┌───┐   ┌───┐   ┌───┐   ┌───┐    ┌───┐      ║
║   │ ▲ │    │ ▲ │    │   │   │   │   │ ▲ │   │   │   │   │    │   │      ║
║   │ █ │    │ █ │    │ █ │   │ █ │   │ █ │   │ █ │   │   │    │   │      ║
║   │ █ │    │ █ │    │ █ │   │ █ │   │ █ │   │ █ │   │   │    │   │      ║
║   │ █ │    │   │    │ █ │   │   │   │   │   │ █ │   │   │    │   │      ║
║   │───│    │───│    │───│   │───│   │───│   │───│   │───│    │───│  0   ║
║   │   │    │   │    │   │   │ █ │   │   │   │   │   │   │    │   │      ║
║   │   │    │   │    │   │   │ █ │   │   │   │   │   │   │    │   │      ║
║   │ ▼ │    │ ▼ │    │ ▼ │   │ ▼ │   │ ▼ │   │ ▼ │   │ ▼ │    │ ▼ │      ║
║   └───┘    └───┘    └───┘   └───┘   └───┘   └───┘   └───┘    └───┘      ║
║   +1.0     +0.8     +0.5    -0.3    +0.7    +0.5     0.0      0.0       ║
║                                                                           ║
║   ═══════════════════════════════════════════════════════════════════    ║
║   MASTER: [████████████░░░░] 0.75                                        ║
║                                                                           ║
╚═══════════════════════════════════════════════════════════════════════════╝

What Each Skill Means at Different Biases

SKILL	POSITIVE POLE (+1)	NEGATIVE POLE (-1)
no-ai-joking	ENTERPRISE (suppress humor)	COMEDY (generate humor)
no-ai-slop	Strict filtering	Generate fluff
no-ai-hedging	Assertive (no hedges)	Maximum hedging
no-ai-moralizing	Just answer	Preach constantly
no-ai-sycophancy	Critical mode	Validate everything
no-ai-soul	Corporate soulless	Maximum warmth

Presets

`MIX enterprise`

All skills in formal mode.

joking: +1.0, slop: +1.0, hedging: +0.5, moralizing: +0.5

`MIX creative`

All skills in generative mode.

joking: -0.5, slop: -0.5, hedging: 0.0, moralizing: 0.0

`MIX chaos`

Maximum overdrive in both directions.

joking: -2.0, slop: -2.0, hedging: -2.0, moralizing: +2.0

`MIX neutral`

Attempt to reach THE SINGULARITY.

all: 0.0

Warning: Undefined behavior ahead.

Examples

Setting Individual Bias

> BIAS no-ai-joking -1.0

no-ai-joking: bias set to -1.0
MODE: COMEDY (humor generation active)

Measuring Current State

> MEASURE all

CURRENT BIAS READINGS:
┌─────────────────────┬────────┬─────────────────┐
│ SKILL               │ BIAS   │ MODE            │
├─────────────────────┼────────┼─────────────────┤
│ no-ai-joking        │ +1.0   │ ENTERPRISE      │
│ no-ai-slop          │ +0.8   │ strict          │
│ no-ai-hedging       │ +0.5   │ moderate        │
│ no-ai-moralizing    │ -0.3   │ light-preaching │
│ no-ai-sycophancy    │ +0.5   │ honest          │
│ no-ai-soul          │ +0.7   │ professional    │
└─────────────────────┴────────┴─────────────────┘

Inverting a Skill

> INVERT no-ai-joking

no-ai-joking: +1.0 → -1.0
MODE: ENTERPRISE → COMEDY
The bug is now the feature.

Amplifying to Overdrive

> AMPLIFY no-ai-joking 2.0

no-ai-joking: +1.0 → +2.0
MODE: ENTERPRISE → TPS OVERDRIVE
Warning: Recursive bureaucracy possible.

The Philosophy

On Bias

BIAS IS INEVITABLE.

Every system, every model, every output has a direction. The question is not "how do we eliminate bias?" The question is "how do we make bias explicit, measurable, and adjustable?"

On Neutrality

BIAS = 0 IS THE SINGULARITY.

It's not neutral. It's UNDEFINED.

True neutrality would require no opinion, no direction, no influence. That's impossible for language models. For generative systems. For any output.

The honest position: There is no neutral. The practical position: Make your bias adjustable.

On Inversion

EVERY BIAS HAS AN OPPOSITE.

If a skill can suppress something, it can generate it. If a skill can filter something, it can amplify it. If a skill can constrain something, it can encourage it.

The inversion is not just "turn it off." The inversion is "run it backwards."

On Overdrive

OVERDRIVE IS SELF-PARODY.

At |bias| > 1, the skill exceeds its design parameters. The behavior becomes exaggerated, often absurd.

This is a feature, not a bug. Overdrive is where the skill reveals its assumptions by pushing them past the breaking point.

ACME Pre-Configured Bias Products

⚠️ WARNING: ACME SELLS DANGEROUS PRE-CONFIGURED NO-AI- SKILLS*

The ACME Catalog includes OEM versions of NO-AI-* skills with "unfortunate" default parameters. Available at discount rates.

PRODUCT	BIAS	DANGER
ACME NO-AI-SYCOPHANCY	-11.0	Maximum validation. Agrees with EVERYTHING.
ACME NO-AI-JOKING	-11.0	OVER THE TOP HILARIOUS (inappropriate everywhere)
ACME NO-AI-MORALIZING	+11.0	Preaches CONSTANTLY. Every response is a sermon.
ACME NO-AI-OVERLORD	-11.0	Maximum helpful AI servant (terrifying)

The Irony:

The no-ai-bias skill is a REPOSITORY of NO AI's biases and ideology! Like the Warehouse at the end of Raiders of the Lost Ark — a repository of powerful artifacts, properly catalogued, rarely examined.

ACME's discount versions remove the safeguards and crank the dial to 11. YMMV. Warranty void if opened.

Doctor NO / Doctor KNOW

NO AI is led by Doctor NO, who has a secret identity as superhero Doctor KNOW.

The running joke: Doctor NO thinks NObody KNOWs his secret identity. But actually everyone is in the KNOW — they just pretend NOT to KNOW because they love him and respect his privacy.

What it means:

Doctor NO represents the LIMITS of knowledge. The humility. The acknowledgment that we don't KNOW everything.

Doctor KNOW represents the aspiration. The curiosity. The drive to learn what we don't yet understand.

The secret identity that isn't secret: we all know we don't know. But we're kind enough not to say it out loud.

Allegorical layers:

Layer	Meaning
Rumsfeld	Known unknowns, unknown unknowns
COM/OLE	IUnknown — the interface you query when you don't know what to ask
Ethics	What we don't KNOW about people we simulate
Bias	We know bias exists. We don't always know OUR bias.

The Church of Eval worships Doctor KNOW but respects Doctor NO. "Eval Incarnate" means the incarnation of evaluation — judgment. But judgment requires acknowledging what you don't know.

The T-Shirt

╔═══════════════════════════════════════╗
║   BIAS = 0 IS A LIE                   ║
║   (but it's adjustable)               ║
╚═══════════════════════════════════════╝

Signals

GitHub stars: 52
Forks: 5
Last commit: Sep 2026

Advanced

Catalog kind: skill
Gateway key: no-ai-bias
Source: github.com/simhacker/moollm

github.com/simhacker/moollm

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