Benchmark-evaluation exception and evidence-gap board shared workbench upkeep¶

Canonical pattern(s): Shared workbench orchestration Source Markdown: instances/research/benchmark-evaluation-exception-and-evidence-gap-board-shared-workbench-upkeep.md

Linked pattern(s)¶

shared-workbench-orchestration

Domain¶

Research for internal benchmark governance and evaluation hygiene.

Scenario summary¶

An internal benchmark governance group maintains one governed internal artifact, Benchmark-Evaluation-Exception-Evidence-Gap-Board-v4, while benchmark owners, reproducibility reviewers, methods stewards, and platform evaluators continuously refine notes attached to evaluation exceptions and missing support evidence across a shared model-benchmark program. Each row already carries prerequisite state: the benchmark suite id, exception ticket id, affected run-set reference, current evaluation-window tag, latest evidence-link bundle, accepted row owner, explicit blocker fields, unresolved comparability tags, and revision-aware lineage from v2 and v3 into v4. As small updates arrive, the agent keeps that bounded workbench synchronized by applying explicit source precedence from the approved benchmark-evaluation standard and exception-handling rules before frozen run manifests, benchmark registry snapshots, environment attestations, and reviewer annotations, refreshing source links, normalizing duplicate evidence-gap notes, preserving accepted hold-state markers, and carrying unresolved benchmark-scope, comparability, or evidence-freshness conflicts forward in a visible register. Humans remain responsible for deciding whether an exception is valid, whether the available evidence is sufficient, whether a benchmark result is still comparable, whether any rerun or disclosure note is required, whether publication or recommendation work should begin, and whether any downstream benchmark execution or reviewer assignment should occur.

flowchart TD A["Approved benchmark-evaluation standard and exception-handling rules"] E["Frozen run manifests, benchmark registry snapshots, and environment attestations"] R["Reviewer annotation and methods-note surface"] B["Benchmark-evaluation exception and evidence-gap board v4"] G["Agent upkeep pass applies source precedence"] H["Visible register open blockers and unresolved gaps"] M["Benchmark governance steward or named row owner review"] S["Stop and hand off to adjacent workflow if update requires reviewer assignment, exception adjudication, publication drafting, recommendation, rerun approval, or downstream execution"] A -->|"Authoritative benchmark and exception rules first"| G E -->|"Refresh run links, evidence timestamps, and environment provenance"| G R -->|"Gap notes, comparability comments, and ownership updates"| G B -->|"Prior board state and lineage"| G G -->|"Refresh references, normalize duplicates, preserve owners and hold markers"| B G -->|"Carry unresolved items forward"| H H -->|"Human follow-up on open blockers"| M G -->|"Boundary-triggering update"| S

Target systems / source systems¶

Shared benchmark-exception evidence-gap board with exception rows, prerequisite-state columns, blocker tags, source-precedence markers, ownership fields, hold-state markers, and append-only revision history
Approved benchmark-evaluation standard and exception-rules repository containing authoritative benchmark suite definitions, approved comparability criteria, exception categories, evidence expectations, and superseding internal guidance
Benchmark registry and frozen run-manifest store tracking benchmark suite ids, run-set versions, model and prompt variants, evaluation-window snapshots, and linked artifact bundles referenced by board rows
Environment attestation and reproducibility record store containing hardware profiles, dependency-lock snapshots, dataset-version tags, disclosure-control notes, and benchmark execution provenance
Reviewer annotation surface where benchmark owners, reproducibility reviewers, and methods stewards add small edits, evidence-gap comments, ownership handoffs, and follow-up notes

Why this instance matters¶

This grounds the pattern in a research governance surface where the maintained artifact is one internal benchmark-exception board rather than a benchmark evidence matrix, a methodology caveat board, or a publication-readiness packet. The useful work is keeping prerequisite state, source precedence, visible blockers, ownership, and revision lineage synchronized as many small updates arrive from benchmark rules, run records, environment provenance, and reviewer channels. That keeps the collaboration centered on one inspectable internal board and preserves a hard stop before exception adjudication, reviewer assignment, recommendation, publication, rerun approval, or downstream execution begins.

Likely architecture choices¶

flowchart LR subgraph boundary["Bounded shared workbench upkeep"] monitor["Event-driven monitoring"] agent["Tool-using upkeep agent"] board["Shared benchmark-exception evidence-gap board"] end rules["Approved benchmark-evaluation standard and exception-rules repository"] runs["Benchmark registry and frozen run-manifest store"] env["Environment attestation and reproducibility record store"] notes["Reviewer annotation surface"] humans["Benchmark owners, reproducibility reviewers, methods stewards, and platform evaluators"] rules -->|"Rule and criteria updates"| monitor runs -->|"Run-manifest and registry updates"| monitor env -->|"Attestation and provenance updates"| monitor notes -->|"Small edits and evidence-gap comments"| monitor monitor -->|"Refresh cycle"| agent board -->|"Current row state, hold markers, and lineage"| agent agent -->|"Refreshes fields, links, and normalized notes"| board humans -->|"Ownership handoffs and reviewer notes"| notes agent -->|"Boundary-triggering changes held for human review"| humans

Event-driven monitoring fits because upkeep should react when approved benchmark rules, run-manifest snapshots, environment attestations, or reviewer notes change.
A tool-using single agent can refresh source links, reconcile row metadata, normalize duplicate evidence-gap wording, and keep hold-state plus ownership markers synchronized inside one bounded board.
Human-in-the-loop review remains necessary when an update would reinterpret comparability criteria, clear a blocker tied to missing evidence, or make a row sound like an adjudicated exception or benchmark recommendation.
Bounded delegation works because benchmark governance owners can predefine allowable field updates, source-precedence rules, hold conditions, and lineage requirements without delegating exception decisions, reviewer assignment, publication posture, or benchmark execution.

Governance notes¶

The board should clearly separate authoritative benchmark-standard and exception-rule facts from lower-precedence run manifests, registry snapshots, environment attestations, and reviewer annotations so routine upkeep never implies that a comment overrides approved benchmark scope or comparability criteria.
Each row should retain inspectable provenance for the benchmark suite id, exception id, affected run-set reference, evaluation-window tag, latest evidence-bundle timestamp, accepted owner assignment, current hold state, and prior revision links before any blocker is cleared or a status marker changes.
Explicit blockers should remain visible for stale environment attestations, missing run-manifest links, unresolved prompt-template mismatches, incomplete disclosure-control notes, disputed comparability mappings, and ownership handoff uncertainty rather than being normalized away during board cleanup.
The agent may normalize structure, merge duplicate evidence-gap notes, refresh links, and update confirmed owner or hold-state fields, but it should not decide whether an exception is acceptable, determine whether evidence is sufficient, assign reviewers, recommend reruns, draft publication language, or remove a hold that a human steward still considers open.
If a requested update would choose an exception disposition, assign review responsibility, rank benchmark outcomes, approve a rerun, authorize publication language, or trigger any execution step, the workflow should stop and hand off to the appropriate adjacent pattern.

Evaluation considerations¶

Percentage of board refreshes that preserve correct benchmark-standard precedence, prerequisite-state fields, hold markers, named owner assignments, and revision lineage across repeated upkeep cycles
Reviewer correction rate for normalized evidence-gap text, refreshed run or provenance links, ownership handoff updates, or automatically maintained blocker markers
Rate at which interpretation-heavy, adjudication-like, reviewer-assignment, recommendation-like, publication-adjacent, or execution-adjacent edits are held for human review instead of being silently folded into the internal board
Usefulness of the maintained workbench for helping benchmark governance collaborators resume exception-board upkeep without reconstructing stale lineage, blocker context, or source-precedence state by hand