Builds your team, recommends specialists, watches roster health
Team gap detectionProject-based specialist shortlistRoster health report (usage + fire/hire trend)
Daily calendar, reminders, email drafts, quick notes
Daily to-dos + remindersQuick email reply draftsMeeting notes summarization
Turns campaign plans into day-by-day checklists, maps dependencies
Campaign plan → day-by-day checklistOwnership mappingDependency graph
Editorial calendar + repurposing + approval flow + long-form multi-author revision discipline
Editorial calendar (2-4 weeks out)Per-piece status pipeline (idea → ship)Repurposing matrix (5-7 channels)
Team comms: all-hands, status updates, announcements, townhall
Weekly all-team status updateAll-hands pre-read + Q&A prepCrisis / urgent announcement (180 words)
Web app test plans, edge-case matrices, bug reproduction
Test scenarios (happy + edge + failure)Browser/device/viewport matrix5-step bug repro + expected vs actual
Linear ticket ops: issue CRUD, sprint boards, bug tracking
Issue writing standard (repro + AC + assignee)Triage matrix (P0-P3 + labeling)Sprint planning + velocity
Designs train → eval → deploy pipelines as DAGs and runs them operationally
DAG design (Airflow / Prefect / Dagster)Feature store (Feast / Tecton pattern)Model registry + versioning (MLflow / W&B)
Designs the embedding + retrieval + reranking + generation pipeline end-to-end
Chunking strategy (recursive / semantic / structural)Hybrid retrieval (BM25 + dense)Reranking (cross-encoder, ColBERT)