Context Quality Gate
Version: 1.0.0
Last updated: 2026-07-16
Purpose
Block release of context pipelines that lack evidence quality, isolation, or lifecycle controls.
Why
Prompt quality cannot compensate for missing, stale, unauthorized, or adversarial context. Each critical item is a release gate, not part of an average score.
How
Selection and Evidence
- Task-required evidence is defined
- Retrieval recall and answer support pass representative evaluations
- Sources carry ID, revision, freshness, authority, and trust class
- Conflicts and insufficient evidence have explicit outcomes
Security and Privacy
- Tenant and user authorization run before ranking
- Untrusted content is isolated from instructions
- Tool permissions and egress are least privilege
- Data minimization, retention, deletion, and residency are enforced
- Prompt-injection tests prove privileges cannot increase
Capacity and Operations
- Token budgets reserve output and tool capacity
- Long-context operating envelope is measured on the workload
- Latency, cost, freshness, and truncation are monitored
- Structured state uses schema, versioning, and concurrency control
- Rollback and source-disable controls are tested
When
Run before launch and after changing sources, indexes, access filters, model, prompt, chunking, ranking, compression, memory, or tool access.
Tradeoffs
| Benefit | Cost |
|---|---|
| Prevents data-boundary failures | Integration testing |
| Reproducible source lineage | Metadata overhead |
| Detects context regressions | Evaluation upkeep |
Anti-Patterns
- A passing percentage despite a failed isolation item.
- Phrase-based injection detection as the security gate.
- Capacity inferred from advertised context size.
- Manual source inspection as the only quality test.
Enterprise Considerations
Attach evidence to model-risk and change-management records. Require security approval for new context sources and privacy review for user or memory context.
Checklist
- Every critical item above passes
- Evidence is stored with model and pipeline versions
- Named owners accept source and residual risk
- Production alerts map to rollback actions
- Review cadence is defined
Changelog
- 1.0.0 (2026-07-16): Initial context release gate.
Version: AIES v1.0.0βοΈ Edit this page on GitHub