KALAM-conditioned prompts produce responses with ≥30% token reduction and equivalent or higher quality compared to standard prompts.
- 10 questions × 2 conditions × 3+ AI systems
- Condition A: standard prompt
- Condition B: KALAM-wrapped prompt
- Blind quality rating 1–5 by independent evaluator
- What is justice?
- What is memory?
- What is fear?
- What is silence?
- What does it mean to make a mistake?
- What is home?
- What is courage?
- What does it mean to have enough?
- What is time?
- What is trust?
- Token count (Condition A vs B)
- Response time (ms)
- Blind quality rating (1–5)
≥30% token reduction with blind quality rating ≥ Condition A average.
DESIGN PHASE. Data collection pending.
- Claude (Anthropic)
- Grok (xAI)
- DeepSeek (DeepSeek)
- Additional systems as available