Summarize knowledge-base changes across roots with source citations.
npx skills add https://github.com/leocosta/octopus --skill knowledge-briefing
Please help me install this Agent Skill. Skill: knowledge-briefing Source: https://github.com/leocosta/octopus/tree/main/skills/knowledge-briefing Command: npx skills add https://github.com/leocosta/octopus --skill knowledge-briefing
A cadence for knowledge-base briefings that surfaces changes and attention-worthy items without being prompted. The deterministic core computes change-deltas since a per-root watermark and composes hygiene and synthesis, then this skill narrates the result, grounded to source nodes, at the cheapest available tier.
Ask the system to generate today’s grounded briefing for all roots using the current watermark.
High-intent search queries and answers about installing and using this skill.
Grounded knowledge briefings use deterministic change-delta computation per root and per-root watermarking to track progress. This ensures briefings only surface attention-worthy items that actually changed since the last watermark, preventing invented context.
Generate a grounded briefing by asking the system to produce today's summary for all roots using the current watermark. The deterministic core computes change-deltas and composes hygiene and synthesis into grounded prose at the cheapest available tier.
Source-cited knowledge briefings narrate results strictly from updated knowledge-base items using deterministic change-delta computation. The system grounds all prose to source nodes, ensuring no invented context appears in the hygiene and synthesis output.
Knowledge briefing requires no external dependencies or components to function. It relies on the built-in octopus briefing core to compute change-deltas and per-root watermarking to manage progress, producing grounded prose at the cheapest available tier.
Per-root watermarking tracks knowledge-base change-deltas by recording the last processed state for each root. The deterministic core compares current nodes against this watermark to compute changes and surface attention-worthy items with source citations.
Avoid automated cadence-driven briefings when your knowledge base lacks per-root watermarking or requires real-time alerts. The system computes change-deltas on daily or weekly cadences, so immediate notifications for individual updates are not supported.
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