agora-lab

Supervisor overlay for calling, steering, and closing meetings.

Shared handoff protocol for cross-agent requests, artifact transfer, blockers, and escalation.

Shared Research task board protocol for task state, review gates, artifact linkage, and escalation.

Shared group-meeting protocol covering phases, artifact locations, and readiness rules.

Write conference-style paper reviews over full review packets.

Audit rigor, fairness, and missing evidence in paper-review packets.

Pressure-test novelty claims in paper-review packets.

Audit whether paper claims are fully supported by the supplied evidence.

Judge student research directions with high-level internal academic standards.

Participate in regular meetings as an internal judge, not as a paper reviewer.

Shared reference library for reviewer independence, evidence standards, meeting quality, handoff discipline, writing principles, venue checklists, and citation hygiene.

Convert metrics into supported claims, anomalies, and next-step decisions.

Design experiments with variables, baselines, ablations, resources, and success criteria.

Turn a broad direction into a sharp, testable research question with clear failure modes.

Build a strong literature map with baselines, gaps, and concrete research opportunities.

Student overlay for prepare, challenge, and response behavior in meetings.

Execute experiments reproducibly and publish usable results instead of private logs.

Draft paper sections that stay aligned with the actual evidence and do not overclaim.

Convert reviews and meeting evidence into continue, pivot, merge, or split decisions.

Synthesize student progress and reviewer pressure into the next lab-wide strategy.

Turn a research topic into directions, dependencies, milestones, and reviewable work.

Convert directions into high-quality, reviewable tasks for the Research task board.