Workflows

One harness can support different tasks. Knowledge ingestion prepares sources; question answering uses them; artifact review helps improve work before delivery.

Atlas: one review decision

The fictional Atlas plan requires a passing load test and a completed rollback rehearsal. A draft briefing mentions only the load test.

“Add the rollback rehearsal.”: Accept: it is an explicit source requirement. Add it to the next version.
“Promise release will take five minutes.”: Reject: the source provides no duration. Keep the timing unknown.
“Add an open-questions section.”: If the current version already has one, mark the suggestion already resolved.

Preparation-material review is another use case. Missing personal evidence stays a question, not an invented fact. Several perspectives from one model are correlated opinions, not independent experts.

Artifact evaluation and revision

A draft briefing, guide or analysis can receive task-specific LLM feedback before its owner decides what to change. The review informs a decision; it does not automatically rewrite the artifact.

Prepare: freeze the draft, task, evidence and criteria.
Review: ask for findings from selected perspectives.
Decide: compare the feedback with the sources and current artifact.
Revise or retain: apply useful corrections, or keep the artifact unchanged.
Deliver: reassess when useful; the owner accepts the result.

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Where it fits

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Retrieval quality asks whether the right evidence was found. Artifact quality asks whether the generated work uses that evidence accurately and serves the task. Keep the two evaluations separate.

Fireworks reviews supplied feedback in a separate document-preparation project. Custom Harbor Hub tasks and a Hugging Face Inference Providers adapter were also explored; their pilots did not produce substantive reviews. These are execution options, not mandatory harness dependencies or evidence of measured quality improvement.

Explore the architecture, follow a knowledge walkthrough, or read the artifact-review guide in the public Harness.