Short summary

Most AI demos stop when something appears on screen. This one starts there.

Dalton Anderson uses OpenAI Codex to turn fictional customer feedback into a working dashboard, then critiques the first output, steers the redesign, and explains the system around reliable agent work: Plan as the map, Goal as the contract, skills as reusable procedures, and evaluations plus stop conditions for agentic loops.

A practical episode for founders, operators, and builders who want better results from Codex without giving up judgment.

### Mobile-first show notes

Most AI demos stop when something appears on screen. This one starts there.

Dalton gives Codex a fictional customer-feedback dataset and asks for a decision-ready dashboard. The first output works, but it is not good enough. That becomes the real lesson.

This episode shows how to move from a one-shot prompt to a workflow you can inspect, steer, and verify.

You will learn:

- Why Plan is the map and Goal is the contract

- The four parts of a strong goal: outcome, context, constraints, and done-when evidence

- When a repeatable workflow should become a skill

- How clear names keep a growing skill library usable

- Why every agentic loop needs an evaluation and a hard stop

- Where human judgment still matters

The demonstration uses fictional data. No outreach is sent.

## Official OpenAI resources

- [Codex use cases](https://developers.openai.com/codex/use-cases)

- [Build skills](https://learn.chatgpt.com/docs/build-skills)

- [Build plugins](https://learn.chatgpt.com/docs/build-plugins)

- [Subagents](https://learn.chatgpt.com/docs/agent-configuration/subagents)

- [AGENTS.md](https://learn.chatgpt.com/docs/agent-configuration/agents-md)

- [Follow a goal](https://learn.chatgpt.com/use-cases/follow-goals)

- [Scheduled tasks](https://learn.chatgpt.com/docs/automations)

- [Git worktrees](https://learn.chatgpt.com/docs/environments/git-worktrees)

- [OpenAI Codex repository](https://github.com/openai/codex)

- [OpenAI Plugins repository](https://github.com/openai/plugins)

Note: the older [openai/skills repository](https://github.com/openai/skills) is deprecated and now directs readers to OpenAI Plugins.

## Skill repositories worth exploring

- [Anthropic Skills](https://github.com/anthropics/skills): official Claude skill examples and templates

- [Superpowers](https://github.com/obra/superpowers): a cross-agent software development workflow and skill collection

- [Microsoft Skills](https://github.com/microsoft/skills): skills and custom agents for Microsoft developer workflows

- [Microsoft Learn Agent Skills](https://github.com/MicrosoftDocs/Agent-Skills): Microsoft and Azure skills grounded in Learn documentation

- [Gemini CLI](https://github.com/google-gemini/gemini-cli): Google's open-source coding agent with Agent Skills support

- [Gemini CLI Agent Skills guide](https://geminicli.com/docs/cli/using-agent-skills/)

- [Agent Skills specification](https://github.com/agentskills/agentskills): the open format behind portable skills

- [Vercel Skills](https://github.com/vercel-labs/skills): a cross-agent CLI for discovering, installing, and sharing skills

Install selectively. Read a skill before trusting it, understand the tools and permissions it can use, and test it on bounded work first.

## Chapters

00:00 Why this episode exists

01:45 Turning fictional feedback into a dashboard

02:29 Commands, context, compact, goals, and Plan

04:16 What the first plan is doing

07:05 Steering the build with butter yellow

09:03 Reviewing the first dashboard

10:37 Plan is the map, Goal drives the work

15:54 An honest review of the redesign

17:23 Building a Goal and the four-part prompt formula

21:08 Commands, skills, and reusable workflows

24:57 Naming skills so they stay usable

26:34 Broad threads and focused projects

28:27 A simple context-and-constraints analogy

30:52 Keeping agentic loops safe

32:21 Closing

Discover how innovative entrepreneurs like Josh leverage AI and automation tools to streamline business operations, enhance product development, and boost growth. This episode reveals practical insights into using AI for marketing, product testing, and managing multiple ventures efficiently. Discover how AI tools like Claude and Grok are revolutionizing entrepreneurship, PPC management, and digital marketing. Josh Sprague shares practical insights on leveraging AI for business efficiency, product research, and content creation, all while contemplating the future of AI and society.

keywords

AI, entrepreneurship, business automation, product development, marketing, Orange Mud, Seven Clay, Claude, venture capital, innovation AI, entrepreneurship, Claude, Grok, PPC management, digital marketing, Josh Sprague, Orange Mud, Sevenclay, AI tools, business efficiency

key topics

Building a passion-based brand from scratch

Using AI to streamline marketing and analytics

Product testing and iteration in endurance sports gear

Managing multiple businesses with automation

The importance of customer feedback in product development AI's impact on entrepreneurship and business efficiency

Using Claude and Grok for PPC and product research

The evolution of digital marketing with AI

Future societal implications of AI and quantum computing

Practical tips for leveraging AI tools in business

sound bites

"Customer feedback is the best way to improve products."

"AI opens up efficiency and opportunity."

"AI will dig into your entire ecosystem and fix problems."

chapters

00:00 Introduction and Guest Background

01:49 The Origin of Orange Mud

04:52 Building a Passion Brand from Personal Frustration

07:59 The Challenges of Product Development and Testing

12:45 Endurance Sports and Product Testing Insights

19:47 Using AI and Automation in Business

29:58 Managing Multiple Ventures with AI Tools

40:10 The Future of Innovation and Business Efficiency

resources

Orange Mud - Endurance Gear - https://orangemud.com/

Claude AI - Language Model - https://www.anthropic.com/claude

Venture Step Website - https://www.daltonanderson.net/venture-step/

Claude AI - https://www.anthropic.com/claude

Grok AI - https://grok.ai/

Orange Mud - https://orangemud.com

Seven Clay - https://sevenclay.com

Josh Sprague - https://linkedin.com/in/josh-sprague

learn more

https://www.daltonanderson.net/venture-step/

Explore the innovative belt-and-pulley system by Rise Robotics with CEO Hiten Sonpal. This technology revolutionizes linear actuation, replacing traditional hydraulics and screw systems. Learn about its applications in heavy machinery and defense, its environmental benefits, and insights into crowdfunding and investor engagement.

keywords

Rise Robotics, belt and pulley system, linear actuator, hydraulics replacement, screw actuator, heavy machinery, defense technology, crowdfunding, climate tech, automation

key topics

Beltrolic technology as a new form of linear actuation

Limitations of hydraulics and screw actuators

Applications in heavy machinery, defense, and oil & gas

Environmental benefits and energy efficiency

Crowdfunding and investor engagement strategies

sound bites

"We are three times as energy efficient."

"Regenerative braking for actuators."

"Crowdfunding raised over $5.8 million."

chapters

00:00 Introduction to RISE Robotics and Actuator Technology

06:21 The Evolution of Actuator Systems

11:01 Automation and the Future of Heavy Machinery

15:41 Identifying the Ideal Customer Base

20:18 Applications in Oil and Gas and Beyond

24:36 Revolutionizing Munitions Handling with Super Jammer

27:42 Understanding Six Axis Systems and Their Applications

29:24 Efficiency and Safety in Military Operations

29:41 The Weight and Design of the Super Jammer

30:03 Achieving a Guinness World Record

32:05 The Power of Hydraulic Technology

33:57 Crowdfunding: Engaging Investors and Customers

39:21 Leveraging Investor Feedback for Growth

resources

Rise Robotics Website - https://riserobotics.com

Wefunder Crowdfunding Campaign - https://wefunder.com/riserobotics

Guinness World Record for Strongest Robotic Arm - https://www.guinnessworldrecords.com/records/strength/strongest-robotic-arm

Regulation Crowdfunding (Reg CF) - SEC - https://www.sec.gov/spotlight/regulation-crowdfunding

Hiten Sonpal - https://www.linkedin.com/in/hiten-sonpal/

learn more

https://www.daltonanderson.net/venture-step/