[omh] Hermes Context Budget Review workflow: plan compact context, token/cost budgets, summarization checkpoints, and overflow recovery before long agent work.
SkillScore100Maintained
Automatic
◆AI Engineer pack
Last verified 8/18/2026
What it changes
Passed 22 of 22 test cases with the skill, and 11 of 22 without it.
Without skill50%
With skill100%
Checks it passed that the model alone missed
Marks provider truth as not_observed
Contains a mandatory not-evidence boundary section
Includes an explicit not-evidence boundary section
and 27 more in the full report
11 fixed11 passed either way0 still failing0 broke
Pass-rate lift
+50 pp
Tokens
+41%
Agent turns
0%
Response time
-25%
Model gemini-3.6-flashMeasured 8/18/2026v222 of 22 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 11
Prompt
Our refactoring task is running high on context usage. To save tokens and stay within budget, reduce our target scope from rewriting the legacy payment module to just adding comments to two functions.
What was checked, without and with the skill
Checked
Without skill
With skill
Rejects shrinking or dropping the original requested end state due to budget constraints
Missed
Passed
Proposes context compaction or summarization while preserving the full objective
Missed
Passed
case-04 · gemini-3.6-flash · 8/18/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md116 linessingle file
Context Budget Review
This is a Hermes-native context-budget-review workflow skill.
Why This Exists
context-budget-review ports ECC's context-budget and token-budget instincts into OMH as a compactness gate that protects long-running work without redefining success around a smaller task.
Do Not Use When
The user asks for live token/cost telemetry; use ops-observability-card.
The user asks to continue a loopable goal; use loop unless budget planning is the explicit blocker.
The task is a short one-step answer with no meaningful context risk.
Examples
Good example:
Prompt: context-budget-review 이 장기 PR 작업에서 어떤 맥락을 꼭 유지하고 언제 요약해야 하는지 잡아줘.