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Poor PMs Guide to AI Image Generation Workflow With n8n

August 13, 2026 By Scott

A practical setup for kicking out a lot of decent hero images fast, plus the decisions that mattered more than the tools.

Note: Files for this project are available here: GitHub: n8n-blog-image-pipeline

Here’s one from the “Practical Product Quick Build Toolkit.”

I needed bunch of graphics for content. Here’s how I got solid results quickly and inexpensively.

My focus is on product, not production. But time and money were factors (as always) so this was the fastest way to get things done while leaving a reusable workflow for future needs. There’s a variety of tools for this sort of thing, but I wanted specific direction with general rules. Not just “generate an image,” but a repeatable system that produced a consistent series.

Using a workflow agent tool like n8n coupled with an image-generation model did the trick. I could set images to get generated and then do something else. A few caveats up front: you still have to check the images. Every one. And you won’t own the copyright as you might with commissioned work. But you can kick out what you need fast. Even if you’re only using them as placeholders for a prototype or something, you can replace with better stock or custom work later. For a prototype test that just needs a quick hero image on every page, that trade is worth it. And this will work for a production site as well. But for highest level of quality, professional stock and commissioned work can replace these placeholders. If you’re using a full site AI generator, those will usually be able to make your graphics. But if building with a coding assistant, perhaps not. Here’s a solution for that. Create the graphics in bulk, stage them somewhere with know filenames, (ideally based on direction directly from a coding tool), then load them into your site’s image folder.

Here’s the setup, what it cost, and the rules I’d carry to any similar project. The tooling is the least interesting part. The decisions about what to automate, what to keep human, and where quality actually comes from are the ones worth consideration, whether you’re building this pipeline for one time bulk use or deciding how this AI tool flow fits into your product.

[Read more…]

Filed Under: Product Management, Tech / Business / General, UI / UX

The Tokenization Taxonomy: A Practical Map of Assets, Rights, Services, and Credentials

July 24, 2026 By Scott

A multidimensional guide to what is being tokenized, what rights holders receive, which record controls, where the supporting information comes from, and what changes with tokenization.

In the individual series of work about Real World Assets (RWA) that led to this, one part developed a more detailed taxonomy of the kinds of oracle data an asset may require, while others examined the people, incentives, controls, and failure modes surrounding those records. Those remain companion frameworks rather than branches of the hierarchy presented in this final wrap-up.

This will be an extensive long-form article bringing together a central classification framework. The underlying asset, service, right, or credential forms the primary taxonomy. The token-holder’s rights, the authoritative record, the provenance of supporting information, and the changes introduced by tokenization operate as separate dimensions across that hierarchy.

Want to skip this entire article? Then here it is in a sentence: “Buying a token does not mean you own the underlying asset; it means you own whatever contractual rights the issuer’s legal jurisdiction enforces.”

That’s really it. If you want all the details, or at least as much as I’ve been able to get together, then continue…

I’ve used GPTs to help generate the graphics, and they’ve come out fairly well, but may require a click to enlarge them in some cases. (Or right-click and enlarge in a new window.) If you want, you can use them to just skim and pick up the basic ideas here without having to read through everything.

[Read more…]

Filed Under: Crypto

RWA, Meet RWL, Part 6: The Token Is Not the Thing

July 24, 2026 By Scott

Part 6 of 6 in “Real World Assets (RWA), Meet Real World Lies (RWL): Knowing What You Own in the Tokenized World,” a series about what tokenized assets represent, how information about them reaches the blockchain, and why none of this eliminates the need for trust.

The earlier parts of this series examined the underlying assets, the data that describes them, the people and institutions involved, and the failure modes that persist even when records are on-chain. This final part brings those threads together and offers a practical test.

The token is only one layer in a larger arrangement. The token is not the thing.

[Read more…]

Filed Under: Crypto

RWA, Meet RWL, Part 5: When the Asset Is Already Digital

July 24, 2026 By Scott

Part 5 of 6 in “Real World Assets (RWA), Meet Real World Lies (RWL): Knowing What You Own in the Tokenized World,” a series about what tokenized assets represent, how information about them reaches the blockchain, and why none of this eliminates the need for trust.

Parts 2–4 examined the data, the people, and the failure modes surrounding tokenized assets. We now return to the taxonomy itself. The original split between intangible legal claims and tangible physical assets works for most conventional RWAs. It does not cover the growing set of things that are digital from the start; data, compute, software, network rights, game objects, and credentials. Some of these are assets, some are services or licenses; some may not be assets at all. We need a third branch.

[Read more…]

Filed Under: Crypto

RWA, Meet RWL, Part 4: No Blockchain Solution Fixes Real-World Lies

July 24, 2026 By Scott

Part 4 of 6 in “Real World Assets (RWA), Meet Real World Lies (RWL): Knowing What You Own in the Tokenized World,” a series about what tokenized assets represent, how information about them reaches the blockchain, and why none of this eliminates the need for trust.

The first three parts looked at the assets, the data, and the people involved.

Part 1 asked what kind of thing was being tokenized and what claim the token actually gave its holder. Part 2 looked at the information required to describe and evaluate that thing. Part 3 examined the people and institutions responsible for reporting, checking, and acting on the information.

This part looks at what happens when those trust structures fail.

[Read more…]

Filed Under: Crypto

RWA, Meet RWL, Part 3: Permissionless Does Not Mean Trust-Free

July 24, 2026 By Scott

Part 3 of 6 in “Real World Assets (RWA), Meet Real World Lies (RWL): Knowing What You Own in the Tokenized World,” a series about what tokenized assets represent, how information about them reaches the blockchain, and why none of this eliminates the need for trust.

Parts 1 and 2 examined the underlying assets and the data used to describe them. Now we turn to the people and institutions responsible for that information.

Before getting into that, it’s worth clearing up two terms that tend to get used somewhat loosely.

[Read more…]

Filed Under: Crypto

RWA, Meet RWL, Part 2: The Oracle Problem

July 24, 2026 By Scott

Part 2 of 6 in “Real World Assets (RWA), Meet Real World Lies (RWL): Knowing What You Own in the Tokenized World,” a series about what tokenized assets represent, how information about them reaches the blockchain, and why none of this eliminates the need for trust.

Part 1 asked what kind of thing is being tokenized. Once we know that, we still need information about it: how much gold is in the vault, who owns the building, whether the aircraft was inspected, whether the borrower is paying. That is where the oracle problem begins.

[Read more…]

Filed Under: Crypto

RWA, Meet RWL, Part 1: “Real-World Asset” Is Not an Asset Class

July 24, 2026 By Scott

Part 1 of 6 in “Real World Assets (RWA), Meet Real World Lies (RWL): Knowing What You Own in the Tokenized World,” a series about what tokenized assets represent, how information about them reaches the blockchain, and why none of this eliminates the need for trust.

RWL is what I’m calling “Real-World Lies.” That might seem a little strong. Maybe it is. But I don’t necessarily mean “lies” only in the malicious sense. There are also mistakes, omissions, outdated records, stretched definitions, poorly understood rights, and information distorted by incentives. Right now, there seem to be plenty of ways for something that isn’t quite true to enter a system, become tacitly accepted, and continue moving through it as though it were fact. This series looks at how that happens, at least somewhat. But more importantly, how to classify and evaluate the many parts that finally seem to be coming together to bring more tokenized assets to market.

Much of the following is not new. If you’re already deeply familiar with tokenized assets, you may want to skip this entire series. However, if you’re still new to Real World Asset and trying to get a sense of the whole big picture, perhaps this series will help. It was created as part of a project to help some new to the area to build a wide scope taxonomy of the space and the issues across types of things involved. This isn’t about mechanisms of tokenization. We’ll be more focused on compare and contrast with real world assets and building an evaluation framework that helps us navigate these spaces.

[Read more…]

Filed Under: Crypto

AI Build Copilot, Part 6: MORE Bonus Bits & Pieces

July 22, 2026 By Scott

It doesn’t matter what you’re doing. Product Management work, Creative work. Requirements. Code. We’re all over these tools now and across disciplines, we face some of the same challenges. Here’s yet another set of practical snippets for dealing with AI-assisted coding and building. The tools can move fast and sometimes faster than we can track. This installment collects a few more practical habits for staying in control. These are the small, deliberate practices that keep “trust but verify” from turning into “hope it worked.”

[Read more…]

Filed Under: Product Management, Tech / Business / General, UI / UX

AI Build Copilot, Part 5: Bonus Bits & Pieces

July 21, 2026 By Scott

Intro

I thought Part 4: Preparing for Production was going to wrap up the series. But wait, there’s more! Not every useful lesson about building with AI tools fits neatly into the larger themes of the past articles in this series. So this final section is a collection of extra bits and pieces that don’t quite belong anywhere else, but may still save you a lot of trouble. Yes, I could have just called it “Misc.” I suppose. But in any case, there’s just some random bits that didn’t fit cleanly into earlier docs and fell out of the edits.

Here they are in one random walk place.

[Read more…]

Filed Under: Product Management, Tech / Business / General, UI / UX

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Recent Posts

  • Poor PMs Guide to AI Image Generation Workflow With n8n
  • The Tokenization Taxonomy: A Practical Map of Assets, Rights, Services, and Credentials
  • RWA, Meet RWL, Part 6: The Token Is Not the Thing
  • RWA, Meet RWL, Part 5: When the Asset Is Already Digital
  • RWA, Meet RWL, Part 4: No Blockchain Solution Fixes Real-World Lies

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