Перейти к содержимому

Optimization Levers

Это содержимое пока не доступно на вашем языке.

Levers represent the different aspects of your bot that the ONDA system can optimize. Each lever targets a specific component of the platform.

What it controls: Your bot’s personality, tone, and communication style.

The system makes minimal, targeted changes to the persona text — typically modifying 1-2 sentences while keeping 95%+ of the content identical. Safety checks ensure that critical rules (like operator escalation) are never removed.

What it controls: Individual knowledge base entries and their response guidance.

The system refines how your knowledge base entries guide the bot’s responses, improving the quality and relevance of answers for specific topics.

What it controls: How the bot searches and selects relevant knowledge.

ParameterWhat It Does
Number of resultsHow many knowledge entries to consider per question
Similarity thresholdMinimum relevance score to include an entry
RerankingWhether to apply a second-pass ranking for better results

What it controls: Which AI model handles which type of question.

Different AI models may perform better for different types of questions. L4 optimizes the routing to maximize quality across all scenarios.

What it controls: The optimization parameters themselves.

L5 tunes the self-learning system’s own settings, including quality weights, safety thresholds, and convergence criteria.

What it controls: Knowledge transfer between your projects.

When one project discovers an improvement pattern, L9 can share it with other projects that could benefit from the same optimization.

The system progresses through levels sequentially:

LevelFocusWhen It Activates
L1Persona optimizationFirst (default starting point)
L2Knowledge rule refinementAfter L1 converges
L3Retrieval tuningAfter L2 converges
L4Model routingAfter L3 converges
L5Meta-optimizationAfter full L1-L4 cycle
L9Cross-project sharingWhen 2+ projects reach L2+

Each level runs iterations until it converges (no more meaningful improvements), then the system advances to the next level.