Amazon Science

Capturing token IDs during agentic interactions for better reinforcement learning

A new Rust proxy called Turnstile sits between the model backend and the agent harness to capture information lost in mere text transcripts.

Amazon Science||1 min read
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At a glance

Source
Amazon Science
Published
Jul 9, 2026
Read time
1 min read
Primary lane
Research

Quick read

3 bullets
  • A new Rust proxy called Turnstile sits between the model backend and the agent harness to capture information lost in mere text transcripts.
  • This is part of Amazon Science's research stream.
  • The post was published on Jul 09, 2026.

Why it matters

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Builder takeaway

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Product updates matter when they expand what builders and teams can actually ship now. A release is important if it changes capability, usability, or deployment economics in a way that affects real workflows.

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