Rosa Del Mar

Daily Brief

Issue 90 2026-03-31

Release Event And Version Boundary

Issue 90 Edition 2026-03-31 3 min read
Not accepted General
Sources: 1 • Confidence: Medium • Updated: 2026-04-12 10:21

Key takeaways

  • llm-echo version 0.4 has been released.
  • In llm-echo 0.4, prompt responses include populated input_tokens and output_tokens fields.

Sections

Release Event And Version Boundary

  • llm-echo version 0.4 has been released.

Token Accounting Metadata Now Available In Responses

  • In llm-echo 0.4, prompt responses include populated input_tokens and output_tokens fields.

Unknowns

  • What other changes (breaking or non-breaking) are included in llm-echo 0.4 besides token-field population?
  • Across which providers/models are input_tokens and output_tokens populated, and are the values exact, estimated, or occasionally missing?
  • What is the schema/contract for token fields (data types, naming, units, and backward compatibility with prior response formats)?
  • Is there any direct decision-readthrough (operator, product, or investor) beyond “test and consider upgrading” for token telemetry needs?

Investor overlay

Read-throughs

  • Token fields in responses could enable better usage analytics and cost attribution for teams using llm-echo, potentially increasing product stickiness for telemetry driven workflows.
  • Version 0.4 release creates an upgrade boundary that could prompt evaluation of compatibility and operational changes, affecting adoption pace depending on undocumented breaking changes.

What would confirm

  • Changelog shows limited, non breaking changes beyond token field population and clear backward compatibility guidance.
  • Documentation specifies token field schema, units, and reliability and confirms broad provider and model coverage with exact or consistently estimated counts.
  • User reports or release notes highlight downstream tooling adoption for cost tracking, analytics, or rate limit management enabled by the new token metadata.

What would kill

  • Token fields are frequently missing or inconsistent across providers or models, limiting usefulness for telemetry and cost tracking.
  • Breaking changes or unclear migration requirements in 0.4 increase upgrade friction and slow adoption.
  • Schema for token fields is unstable or changes across patches, undermining backward compatibility and downstream integrations.

Sources

  1. 2026-03-31 simonwillison.net