Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add onfire7777/universal-ai-skills-library --skill altitude-horizon-frameworkgit clone --depth 1 https://github.com/onfire7777/universal-ai-skills-libraryWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/onfire7777/universal-ai-skills-library/altitude-horizon-framework)<a href="https://agentmods.dev/skills/onfire7777/universal-ai-skills-library/altitude-horizon-framework"><img src="https://agentmods.dev/badge/skills/onfire7777/universal-ai-skills-library/altitude-horizon-framework/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/onfire7777/universal-ai-skills-library/altitude-horizon-framework"><img src="https://agentmods.dev/badge/skills/onfire7777/universal-ai-skills-library/altitude-horizon-framework.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00033 | $0.03130 |
| Opus 5 | $0.00016 | $0.01565 |
| Sonnet 5 | $0.00007 | $0.00626 |
| Haiku 4.5 | $0.00003 | $0.00313 |
Grade A, and why
altitude-horizon-framework scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 260 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Purpose
Defines the two-axis mental model that distinguishes Director-level thinking from PM thinking: Altitude (how wide you zoom out) and Horizon (how far ahead you look). Use this to understand what actually changes in the transition, diagnose which transition zone is creating friction, and apply the Cascading Context Map when organizational direction is vague or absent.
This is not a seniority hierarchy. A PM operating at the right altitude for their role is doing excellent work. A Director operating at PM altitude is leaving their actual job undone.
Key Concepts
The Two Axes
Altitude — Scope
- PM altitude: Close to the ground. Customer problems, individual features, sprint priorities, specific team dynamics.
- Director altitude: High-level view. Product portfolio, cross-functional systems, organizational dynamics, budget allocation, market positioning.
- The shift is not about losing empathy for customers — it's about zooming out to see the entire restaurant, not just one table.
Horizon — Time
- PM horizon: Days, weeks, sprints. A quarter at most.
- Director horizon: Quarter as the starting point. Annual planning cycles, multi-year strategy, market shifts.
- Directors plan for where the product ecosystem needs to be in a year, then work backward.
The Waiter vs. Restaurant Operator
The sharpest analogy for the role shift:
| Dimension | PM (Waiter) | Director (Restaurant Operator) |
|---|---|---|
| Focus | Individual diner experience | Entire system — staffing, margins, menu, suppliers |
| Authority | Influence without control | Portfolio decisions, budget, resource allocation |
| Success metric | Table seven is happy | Restaurant is profitable, consistent, and scalable |
| Relationship to customers | Direct, daily, intimate | Aggregate patterns, buyer personas, market cohorts |
| Failure mode | Ignoring Table Seven's needs | Obsessing over Table Seven's lemons |
The waiter excels at translating the experience of individual diners. The operator isn't ignoring diners — they're asking different questions: "Are we overspending on ingredients? Is a 75-page menu confusing customers? Do we need another server for the dinner rush?" Neither question is more important in absolute terms. They're appropriate to different roles.
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 9d ago First seen · 260 lines · 33 tokens per session scan A 0304e9d053c3
altitude-horizon-framework is a skill published in the GitHub repository onfire7777/universal-ai-skills-library (16 stars, last pushed yesterday), licensed MIT. It adds 33 tokens to every session and 3,130 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
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