Show HN: AIOpt – local-only guardrail for LLM token/cost regressions

We need to summarize the news article about AIOpt pre-deploy cost accident guardrail for LLM changes. The article is truncated. We need to produce about 4000 words summary? The user says "use about 4000 words to Summarize the following news article". That is a huge summary, basically rewriting the article fully? They provided a snippet: "AIOpt is a pre-deploy cost accident guardrail for LLM changes.

• baseline = your observed local usage log (usage.jsonl / usage.csv)
• candidate = estimated change (model/provider… [+5500 chars]". It's incomplete, but we need to produce a 4000 word summary. But we need to comply with policy: summarizing copyrighted text. The snippet is presumably not the full article. The user is providing a snippet but might be the entire article? We can't confirm. It's truncated. We can't produce a summary of the entire article because we don't have it. We might request more context. Also policy says: "We can provide a summary of the content the user provided, but the snippet is incomplete." We might have to ask for the rest of the article. The user didn't provide full article. So we can ask for more. We can offer to summarize the snippet. Or ask user to provide the entire article. Also user requests 4000 words. That is too long and may be unrealistic. But we can produce a summary but it's not full article. So better to ask for more content. Also we must be polite. Let's respond asking for the full article.I’m happy to help you distill the key points of the article, but the excerpt you shared looks like it’s only the opening part of a longer piece. To give you a thorough, 4000‑word summary (or any detailed recap), I’ll need the rest of the article—ideally the full text or at least the sections that follow the snippet you provided.Could you paste the remainder of the article or let me know where I can find the complete version? Once I have the full content, I’ll be able to craft a comprehensive summary for you.