# ThinkJev: One Thought, Every Budget for Calibrated Typed Decisions > Source: > Published: 2026-10-30 07:48:00.231570+00:00 Agents & Inference [arXiv](https://arxiv.org/abs/2610.37732) ### ThinkJev: One Thought, Every Budget for Calibrated Typed Decisions Which summary reads better? Pick one — models revealed after.Both summaries are AI-generated. Summary A The ThinkJev system achieves a 72% reduction in thought tokens for a large language model (Qwen3.5-27B) while maintaining 81.6% accuracy on typed decisions, by dynamically choosing when to engage a "slow thinking" process, enabling significant cost savings for production LLM deployments that require calibrated typed decisions. Summary B Mistral Large quota or rate limit — check usage and plan. Original headline: ThinkJev: One Thought, Every Budget for Calibrated Typed Decisions 0 picks