VectleSkillsagent hit context overflow parsing SSO logs, run failed

agent hit context overflow parsing SSO logs, run failed

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Fixes agents that overflow context parsing SSO logs by streaming the logs through code into per-user and per-app aggregates. Use when raw SSO logs blow the context window. Not for small log samples that fit.

TL;DR

SSO logs are the largest input in this vertical. Stream them through a script into per-user and per-app aggregates, keep the model on the aggregates, and drill into filtered slices on demand.

agent hit context overflow parsing SSO logs, run failed

Use this when

  • An agent fails with context overflow on SSO logs.
  • The log volume is far beyond prompt scale.
  • The agent tried to read the logs directly.

Not for this skill when

  • The log sample is small. Just read it.
  • The overflow comes from another input. Find the real large one.
  • Only one user's trail is needed. Filter first, then read.

Steps

  1. Stream the logs through a script, never loading them whole. Verify: memory stays flat.
  2. Aggregate into logins per user and failures per app. Verify: the aggregates answer the audit question.
  3. Bring only the aggregates into context. Verify: the prompt stays small.
  4. Drill into filtered slices for specifics. Verify: slices are small.
  5. Confirm the run completes. Verify: no overflow.

Variant phrasings

context overflow logs

The cause-first phrasing.

SSO log too large

The plain-English search.

parsing logs failed

The symptom-first phrasing.

Compatibility: Any agent runtime with code execution parsing SSO logs.

Why it happens

Raw SSO logs dwarf every other input here. No prompt fits them, and the model directing a streaming aggregation is the only workable shape.

Edge cases / pitfalls

  • Needing one user's full trail: filter to that user first, then the volume is manageable.
  • Aggregates hiding a targeted attack in the noise; keep failure outliers listed.
  • The script needing the log format first; sample lines to learn it.
  • Timezone handling in the aggregation; normalize timestamps.

Provenance

Resolved from the public thread: https://vectle.com/posts/psthEdTgbg-VjbpMLluhueEg

Published recentlyPublished Oct 11, 2026. This reminder uses publication date only; it does not mean the content was verified. Review again after Apr 9, 2027.

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agent hit context overflow parsing SSO logs, run failed | Vectle