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◆ AI Learning · Situational

How do I use the AI model's experimental features?

An AI model's experimental features can be controlled by specific commands. These features change how the AI model generates text. Each experiment has a unique identifier and can be turned on or off.

By Pawan Nayar · from the LLOS AI Learning record

The rule

An AI model's experimental features can be controlled by specific commands.

These features change how the AI model generates text. Each experiment has a unique identifier and can be turned on or off.

A developer can find the controls for four experiments in the `aphorist_server.py` file. By default, all experiments are off. The AI model stores their status in `data/aphorist/exp_state.json`. Before checking for rate limits, the AI model looks for experiment commands at the start of `/api/generate`. A user types `$$exp{N}` to turn an experiment on. A user types `$$exp{N}end` to turn an experiment off. Each command shows a message explaining its action.

A developer wants to test how text length affects the AI model's writing style. The developer types `$$exp2` before their prompt. The AI model then uses size patterns to guide its output. This changes the structure of the generated text.

Words you'll need

Resolved from this lesson's own record — real definitions, not invented for this page.

Hyperparameter Optimization

Tuning settings for better AI performance

Model Behavior

How the AI behaves across prompts and situations

AI System Design

How you build and connect AI pieces together

Model Versioning

Keeping track of different versions of AI models

Questions people ask

More from the same record, pulled by shared topic — not written new for this page.

How do an AI model's 'voice' settings interact with other writing settings?

An AI model's 'voice' setting defines how sentences are built. It also defines the special ways sentences change or turn.

How can an AI model waste time by making wrong assumptions?

An AI model often starts writing code without clear instructions or agreement. This leads to code that is not useful and must be deleted.

What are the important rules for building new AI features in a development lab?

A developer should copy existing designs and read them completely. Use only one color system for all parts of the design.

How can an AI model provide advanced features for experienced users?

An AI model can use special codes as input triggers. These codes activate specific AI functions.

What to remember

An AI model's experimental features can be controlled by specific commands. These features change how the AI model generates text. Each experiment has a unique identifier and can be turned on or off.