The Free Model Kept Explaining an Outage That Already Ended: 48 Hours of Context-Budget Field Notes
One night the free server logged an incident that resolved before my alarm went off. The next morning the free model that summarizes those logs handed me a root cause that matched nothing in the raw lines. That mismatch kicked off a 48-hour experiment in how far I could trust a cheap summarizer with a limited attention span. The short version: the model wasn't lying, and it wasn't hallucinating…
The author attempted to create a nightly digest job using MonkeyCode's free server option, which pulled the day's log lines, trimmed them to fit a token budget, and called a free model to explain the results. Initially, the setup seemed harmless, but the budget turned out to be a critical issue. The model began citing its own summaries, leading to inaccurate explanations that were confidently defended.
The author discovered that the summaries started citing each other, causing errors to become assumptions. After 40 hours, the model could no longer see earlier incidents, and the digest pipeline failed. The author implemented a two-pass digest system, splitting logs into chunks that fit the per-chunk budget, summarizing each chunk, and counting how many early digests were evicted before the model saw them.
If early evidence was dropped, the job would alert on it. The author warns that this workflow is triage, not forensics, and should not be used for compliance records or customer reports.
Written by urgent.news from Dev.to's reporting — not their text. Machine-written — may contain errors; check the original before relying on it.
