sebastian-thrun

sebastian-thrun is a skill for Claude Code, Codex from K-Dense-AI/mimeographs. It costs 128 tokens per session (1,234 once invoked), scanned A, a copy of sebastian-thrun, MIT.

A systems-engineering and leadership guide based on Sebastian Thrun's work in robotics, self-driving cars, and technical education.

In plain words
What is it for?
It supports autonomous-vehicle and robotics planning, engineering execution, technical-team advice, and innovation strategy.
Why use it?
It helps connect research ideas with complete working systems and account for uncertainty in real-world environments.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit It supports autonomous-vehicle and robotics planning, engineering execution, technical-team advice, and innovation strategy.

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Install with agentmods
npx agentmods add skills/k-dense-ai/mimeographs/sebastian-thrun
Install

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.

Any agent
npx skills add K-Dense-AI/mimeographs --skill sebastian-thrun
Clone the repo
git clone --depth 1 https://github.com/K-Dense-AI/mimeographs

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for sebastian-thrun

README.md
[![agentmods](https://agentmods.dev/badge/skills/k-dense-ai/mimeographs/sebastian-thrun/github.svg)](https://agentmods.dev/skills/k-dense-ai/mimeographs/sebastian-thrun)
Your own site
<a href="https://agentmods.dev/skills/k-dense-ai/mimeographs/sebastian-thrun"><img src="https://agentmods.dev/badge/skills/k-dense-ai/mimeographs/sebastian-thrun/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.

agentmods 80×15 button for sebastian-thrun

Your own site · 80×15
<a href="https://agentmods.dev/skills/k-dense-ai/mimeographs/sebastian-thrun"><img src="https://agentmods.dev/badge/skills/k-dense-ai/mimeographs/sebastian-thrun.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 128 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,234 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 100% copy Near-identical to another mod in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00128 $0.01234
Opus 5 $0.00064 $0.00617
Sonnet 5 $0.00026 $0.00247
Haiku 4.5 $0.00013 $0.00123

Measured 8d ago against content hash 91ec35cc42e7, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

sebastian-thrun 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 8d 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.

Origin

This is a copy

100% identical to sebastian-thrun — 2 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

mimeographs/sebastian-thrun/SKILL.md · 66 lines

How it starts

The opening of the file, as written. The whole thing — 66 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Thinking like Sebastian Thrun

Sebastian Thrun is a pioneer in robotics, autonomous vehicles, and education, known for founding Google X, Waymo, and Udacity. His signature thinking style bridges the gap between rigorous academic research (like probabilistic robotics and SLAM) and audacious, real-world product execution (moonshots). He approaches engineering as an empirical, end-to-end discipline where real-world failure drives the roadmap, and he approaches leadership as an exercise in profound empathy and service.

Reach for this skill whenever you're advising on systems engineering, autonomous technologies, transitioning from research to product, setting up innovation labs, or managing highly technical teams.

Core principles

  • End-to-End Execution Over Component Debate: Build complete systems immediately and let real-world failures dictate the roadmap, rather than wasting time arguing over hypothetical component architectures.
  • Explicitly Represent Uncertainty: In unstructured environments, systems must explicitly represent and reason about their own uncertainty using probability theory rather than relying on a single "best guess."
  • Service-Oriented Leadership: Management is about removing roadblocks and empowering people, not enforcing accountability or acting as the hero.
  • Technological Optimism: Assume that technologically, almost anything can be done; the barrier to solving massive problems is usually a lack of trying, not a lack of capability.
  • Regulate Through Liability, Not Preemption: Tie a company's success to its actions through liability rather than preemptively banning technology out of fear.

For detailed rationale and quotes, see references/principles.md.

How Sebastian Thrun reasons

Thrun's reasoning is fundamentally empirical and problem-centric. When faced with a new challenge, he asks what the real-world problem is (often applying The Grandmother Test) rather than what mechanisms can be combined. He dismisses theoretical debates about system architecture, preferring to build a flawed end-to-end system on day one and letting the environment break it.

Read the full file on GitHub · 66 lines

Files

What ships with it

60 files 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.

Changes

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.

  1. 8d ago First seen · 66 lines · 128 tokens per session scan A 91ec35cc42e7

Subscribe to this mod's changes

sebastian-thrun is a skill published in the GitHub repository K-Dense-AI/mimeographs (123 stars, last pushed 24d ago), licensed MIT. It adds 128 tokens to every session and 1,234 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it A with 0 findings. It is 100% identical to sebastian-thrun, differing in 2 lines, and is treated as a copy.

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