foresight

Generate ranked, verb-first priorities from local AI-OS brain context.

Updated Apr 18, 2026
One-click install
npx skills add https://github.com/ludwigawra/florentxlundaisociety --skill foresight-ludwigawra
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: foresight
Source: https://github.com/ludwigawra/florentxlundaisociety/tree/main/plugin/skills/core/foresight
Command: npx skills add https://github.com/ludwigawra/florentxlundaisociety --skill foresight-ludwigawra

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Turn a scattered set of goals, decisions, projects, and calendar signals into a short, ranked plan that allocates the user's next window of attention with explicit trade-offs and an item to drop.

Core Features & Use Cases

  • Source-aware inventory: Reads goals, active context, recent decisions, project folders, patterns, and optional calendar data to build a demand inventory.
  • Structured ranking: Produces 3–7 verb-first, ranked priorities with a one-line rationale tied to anchors/goals/compounding/decay-risk, an expected cost, a concrete signal of progress, and a clear risk if skipped.
  • Capacity and constraints: Respects user capacity (light/normal/sprint), flags stale inputs, cross-checks learned patterns, and recommends a single explicit drop to reduce inertia.
  • Use Case: Use when planning the week or quarter, when feeling scattered, after a reflection yields course corrections, or when a deadline/launch requires sequencing.

Quick Start

Plan my upcoming week with normal capacity and return five ranked priorities with rationale, expected cost, a progress signal for each, and one explicit drop.

Frequently Asked Questions about foresight

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I prioritize goals and tasks for a weekly planning window when I feel scattered?

To prioritize goals for a weekly planning window, this Skill reads your local context, goals, and calendar to generate 3–7 ranked, verb-first priorities with rationale, expected cost, progress signals, and an explicit drop to recover focus.

What is the best way to sequence project commitments and approaching deadlines for a quarterly plan?

The best way to sequence quarterly plan commitments is by analyzing active context and recent decisions to output ranked priorities. Each priority includes a risk-if-skipped flag and a progress signal to track your deadline response effectively.

Can I use my calendar data and recent decisions to generate actionable ranked priorities?

Yes, you can use optional calendar data alongside recent decisions and project folders. The tool builds a source-aware demand inventory to structure your priorities, respecting your chosen capacity level whether light, normal, or sprint.

How does prioritization account for capacity constraints and focus recovery during strategy planning?

Strategy planning prioritization accounts for capacity constraints by matching your light, normal, or sprint capacity. It cross-checks learned patterns, flags stale inputs, and recommends one explicit drop item to reduce inertia and recover focus.

When should I use an AI-driven ranking system for task prioritization over manual scheduling?

You should use AI-driven task prioritization when you need to sequence commitments after a reflection, respond to approaching deadlines, or recover from feeling scattered. It synthesizes goals and decisions into a structured, actionable ranked list.