Combine keyword search with semantic vectors to catch meaning when exact words fail. Filter by time windows, locations, and collaborators to recreate circumstance. Lightweight graphs reveal connections you forgot. Retrieval should feel like asking a helpful colleague who remembers everything and respects your cadence, constraints, and current priorities.
Use concise abstracts for long voice notes, threaded highlights for articles, and bulleted takeaways for meetings. Automations should cite sources and timestamps, inviting quick verification. Preserve tone and edge cases; nuance makes summaries trustworthy. When in doubt, favor clarity and traceability over slickness or overly confident algorithmic brevity.