
Summarizing with an LLM: what it adds and drops
Claude Sonnet and Haiku summarized six short texts in five languages from a plain request. Without rules they ran long, switched language and bent co…
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Claude Sonnet and Haiku summarized six short texts in five languages from a plain request. Without rules they ran long, switched language and bent co…
Put a versioned, provider-neutral result contract between a Node.js text summarization API, its chat...
TL;DR: For a fintech hiring workflow, start with a queued micro-batch that records rubric version,...
Short answer: use token-aware chunks, summarize every chunk with chat completions, then reduce those...
TL;DR: For a gaming company processing a folder of supplier invoices, submit the documents as a...
Start with token-aware chunks, summarize every chunk with chat completions, then reduce those...
For a startup, a cheap text summarization API is only cheap if its cost survives queue retries...
TL;DR: For long-document summarization, start with token-aware chunks, summarize each chunk with chat...

By @atwellpub, GBTI Network Member. Originally published on gbti.network. Claude Code loads any...
Short answer: use a lower-cost chat model for routine support-ticket summaries, and send nightly or...
Short answer: treat summarization as a metered job, not a single Node.js request. For supplier...
A long-document summarization API for supplier invoices has one best-practice constraint that changes...