19 reviewed records. External results are author-reported. We have not independently rerun them. Anecdotes, our own experiments and vendor guidance carry separate labels.
How to read a resultRank retrieved passages before reading them
Ranking gains depend on the dataset and how scores are averaged.
Read method and findingsFind the likely failure in an agent trace
Trace classification is promising, but most full diagnoses were wrong.
Read method and findingsSeparate signals from a final verdict
Question design helped, but a simple rule was a strong baseline.
Read method and findingsCompare decision types before choosing a model
A broad comparison supports task-specific testing, not one universal winner.
Read method and findingsBatching two evidence checks
Fewer calls and tokens, with one extra error in this small test.
Read method and findingsModel routing: test whether Jev adds value
No-Jev ablation matched the hybrid result.
Read method and findingsChoosing tools from real MCP inventories
Better tool prediction can still take longer.
Read method and findingsSeparate questions for separate hazards
Explicit checks helped; calibration and latency limits remain.
Read method and findingsLog triage: filtering is not automatically saving
Conservative triage can add cost; reuse may help more.
Read method and findingsNavigating beyond a flat choice limit
Trees avoid truncation; structured data may need no model.
Read method and findingsTyped evaluation versus chat-model wrappers
A reason to test typed decisions, not a savings guarantee.
Read method and findingsDefine ambiguity before evaluating a workflow
Specify what uncertain and mixed cases should do.
Read method and findingsA personal app routes two recipe requests
Descriptions can distinguish two plausible routes; reliability remains untested.
Read method and findingsA user tries Jev to reduce a long agent history
A user found history selection useful; quality and cache costs need a test.
Read method and findingsX posts disagree about compaction by filtering
Conflicting firsthand views identify a question to test, not a settled result.
Read method and findingsChoose a card design from a page description
A concrete design-selection integration exists; preference quality is unmeasured.
Read method and findingsSelect an editor command from an informal request
An authored demo maps descriptions to commands better than its name matcher.
Read method and findingsChoose diagnostic tests and review repair evidence
More attempts passed in one small study; some incidents regressed.
Read method and findingsTypeSafe examples for decisions over supplied text
Official examples show how to frame the question; each adaptation needs testing.
Read method and findingsNo records match these filters. Try another topic or choose all evidence.
Use a result to choose the next test
A passage-ranking result can justify testing a context selector. It cannot establish that a coding agent finishes faster. The guides explain that next step, including what the Engine accepts today.
Bench retains negative results. The routing ablation found no added benefit from its Jev signal. Our conservative log policy increased the modeled bill. Those findings help decide where a model call is worth testing.
Read the feature evidence map or submit a report with its method, baseline and complete results.