# vibe2value
> Build with AI and trust what you make.
Public Ghost content for AI and LLM tooling. Use `/llms-full.txt` for consolidated page and post context.
Append `.md` to any post or page URL to get the content in Markdown (for example, `/example-post.md`).

## Pages
- [About](https://vibe2value.com/about.md) - Why vibe2value exists: helping people make clearer product decisions in the middle of AI-assisted speed.
- [Contact](https://vibe2value.com/contact.md) - Say hello, ask a question or suggest a workshop topic.
- [Designing the system](https://vibe2value.com/designing-the-system.md) - For developers › Designing the system Designing the system comes down to one habit: matching the system to the need. At each decision you fit the choice to what the work actually requires, rather than reaching for a default. It is the system side of working with AI, the structure the work runs insi…
- [For developers](https://vibe2value.com/for-developers.md) - You already write code. This is for the part that does not come from the compiler: deciding what to build, getting the ask sharp enough that AI builds the right thing, then trusting the output enough to put it in front of people. This is how I work, not the way. Disagree with it usefully. Everythin…
- [The Shape + Build + Launch framework](https://vibe2value.com/framework-intro.md) - The simple system behind vibe2value: decide what to make (shape it), build it with AI, then launch it and trust what you made.
- [Guide me](https://vibe2value.com/guide-me.md) - Type what you're building, or where you're stuck. This turns it into a prompt you paste into ChatGPT or Claude, one that guides you to your next sharp decision instead of critiquing you.
- [myVibe](https://vibe2value.com/myvibe.md) - Tell us what you're building and get personalised recommendations powered by AI. Your vibe shapes your journey through the framework. The more you share, the better the guidance.
- [Policies](https://vibe2value.com/policies.md) - A short summary of how vibe2value works: what gets collected, what membership covers and the line on conduct. Privacy Privacy should be simple enough that you do not need legal fog to understand the basics. Your information is used to run this site, manage membership and send the emails you have ch…
- [Work with me](https://vibe2value.com/pricing.md) - The code is the easy part now. Anyone can point an AI at a problem and get something back, so the doing is no longer the hard part. What is hard and what actually matters is the judgment. Knowing what is worth building, what to leave alone and whether the thing earns its keep. That judgment is also…
- [Prompt engineering with Claude](https://vibe2value.com/prompt-engineering-with-claude.md) - For developers › Prompt engineering with Claude Prompt engineering with Claude is more than the wording of a single prompt. It is how you structure the work it does and what happens around it. Each decision below is the same move, match it to what the work needs, taken roughly from the request inwa…
- [recipeCard](https://vibe2value.com/recipecard.md) - recipeCard is a small app I am building in the open, using the shape+build+launch framework. The recipe card used as an example across the guides is deliberately simple, built on everyday cooking ideas everyone understands, so each concept is easy to grasp. Every decision behind it is documented th…
- [Start here](https://vibe2value.com/start-here.md) - New to all this? You are in exactly the right place. This is the plain-English way in, with no jargon and no assumptions. What vibe2value is It is for people who want to build things with AI, small useful tools and apps, and actually trust what they make. You do not have to be a programmer to begin…
- [Ways to build an AI agent](https://vibe2value.com/ways-to-build-an-ai-agent.md) - For developers › Ways to build an AI agent Some work is better handed to an agent than done one prompt at a time. An agent is AI that pursues a goal by taking steps on its own, choosing and running tools, reading the result, and deciding what to do next, all within the bounds you set. This page is…
- [Ways to build it with AI](https://vibe2value.com/ways-to-build-it-with-ai.md) - For developers › Ways to build it with AI When you have a sharp decision and need working code, there are a few ways to build it with AI. They are not on-ramps to one tool like Sharpen. They are approaches you pick between, by the size and risk of the change. Whichever you pick, the decision you sh…
- [Ways to get to a sharp answer](https://vibe2value.com/ways-to-get-to-a-sharp-answer.md) - For developers › Ways to get to a sharp answer Every framework idea finishes the same way. You take your draft and run it through a Sharpen prompt until two people would make the same decision from it. Sharpen needs a draft to work on though. If you cannot write one yet, or it feels vague, these ar…
- [Ways to make the output trustworthy](https://vibe2value.com/ways-to-make-the-output-trustworthy.md) - For developers › Ways to make the output trustworthy When AI produces something you are going to put live, trustworthy means you can rely on it without re-checking every line by hand. That trust is not automatic. You build it by being explicit about what good looks like, bringing in fresh eyes, and…
- [Ways to run it for real](https://vibe2value.com/ways-to-run-it-for-real.md) - For developers › Ways to run it for real Once it is live, running it for real is its own kind of AI work. These are the moves that keep a live system honest. Unlike the on-ramps to Sharpen, you combine these rather than pick one. Hold the contextKnow when to step inFail wellReview with fresh eyesA…
- [Ways to set AI up to help](https://vibe2value.com/ways-to-set-ai-up-to-help.md) - For developers › Ways to set AI up to help Before AI can help well, you set it up. Left cold it guesses at your conventions every time; given the right context once, it builds the way your project already does. This page is about that groundwork: the memory, rules and context you put in place so th…
- [Working with AI](https://vibe2value.com/working-with-ai.md) - For developers › Working with AI Working with AI well is a craft, not a single trick. This is the map of it: the ways of working with AI across the life of a piece of work, how those same moves land in the tool, and the soft skills underneath. Some pages are fuller than others for now, with more st…
- [Working with Claude](https://vibe2value.com/working-with-claude.md) - For developers › Working with Claude This page gathers the Claude Code notes from across the six ways of working, grouped by what you are doing with Claude rather than by which page each one sits on. Every link drops you back into the page where that note lives in full. It is a second way into the…

## Posts
- [The cheapest way to build an AI agent is the most expensive way to run one](https://vibe2value.com/cheapest-to-build-most-expensive-to-run.md) - The option that feels like progress in week one is the one still charging you in week fifty. An agent has to keep its policy somewhere. There are three obvious places to put it.
- [Interesting to me. Not to you.](https://vibe2value.com/interesting-to-me-not-to-you.md) - What stops you pressing the button? Gut feel, a friend, a chat AI, market research.
- [Your next vibeCode starts where the last one finished](https://vibe2value.com/next-vibecode-starts-where-the-last-finished.md) - The first vibeCode is rough. It is also the worst it will ever be. What the next one is worth depends entirely on what you rebase it onto.
- [I wrote down everything I know about building with AI](https://vibe2value.com/everything-i-know-about-building-with-ai.md) - A year of building, written down. The agent loop, why more tools make an agent worse and what a gate should actually check.
- [A Wednesday check-in to make your vibe have more value](https://vibe2value.com/ten-minutes-on-a-wednesday.md) - A ten minute check before you vibeCode something or hand it to an AI: is this the best return on the effort and does it already exist?
- [The AI answered like an engineer. That was the problem.](https://vibe2value.com/the-ai-answered-like-an-engineer.md) - The AI gave the perfect technical answer and it was exactly the wrong answer.
- [The guide has moved](https://vibe2value.com/build-with-ai-guide.md) - It is now free and ungated, with no signup. Read it at vibe2value.com/guide/.
- [AI can build anything. So why are you still stuck?](https://vibe2value.com/ai-can-code-decide-remember.md) - The code is the easy part now. The two hard parts of AI coding are knowing where to start and the fact the AI forgets. Here is help with both.
- [What's your one tip for building with AI you can trust?](https://vibe2value.com/ai-tips.md) - Let's collect them. One shared list, added to and voted up by the people who use it. Let's aim for 99.
- [Thank you and a clearer vibe2value](https://vibe2value.com/thank-you-and-a-clearer-vibe2value.md) - Your feedback to yesterdays email resulted in some changes. The big one: the site now says plainly what it is, a way of thinking about building with AI.
- [The ideas are easier to read now and the first videos](https://vibe2value.com/the-ideas-are-easier-to-read-now-and-the-first-videos.md) - I went back through all 27 ideas to make them easier to read. And I started making short videos.
- [Over my head and I don't know where to start](https://vibe2value.com/over-my-head-where-do-i-start.md) - Two messages on the same day at opposite ends. They turned out to be the same problem.
- [Build with AI and trust what you make: the prompts and notes to get you there](https://vibe2value.com/a-milestone-worth-marking-sharper-prompts-new-diagrams-and-deeper-working-notes.md) - The biggest update yet. Every idea now has a sharper prompt and its own diagram, and the working notes for working with AI have grown.
- [The soft skills of working with AI](https://vibe2value.com/the-soft-skills-of-working-with-ai.md) - Most of getting good with AI is not the tool. It is how you work with it, moment to moment.
- [I have stopped trying to help people build apps](https://vibe2value.com/i-have-stopped-trying-to-help-people-build-apps.md) - Building isn't the hard part anymore. Changing what you built without breaking it is.
- [AI did the easy part](https://vibe2value.com/ai-did-the-easy-part.md) - Building fast with AI hides the risks you have not named. Pick one real person, walk them through your build, fix the step where they get stuck. Skip this and the rework comes due in week six.
- [The moment before your name goes on it](https://vibe2value.com/the-moment-before-your-name-goes-on-it.md) - There is a pause right before you launch. That pause is not about polish. It is about the quiet contract with someone who decided to trust you. Right now you decide what happens to it.
- [All the research, nothing to show for it - what if you could deliver this week?](https://vibe2value.com/all-the-research-nothing-to-show-for-it-what-if-you-could-deliver-this-week.md) - You bought the books. Watched the tutorials. Spun up projects on three different stacks with two different AI coding tools. Investigated frameworks, compared hosting platforms, read threads from people who sound like they have it figured out.
- [A different set of eyes makes all the difference](https://vibe2value.com/a-different-set-of-eyes-makes-all-the-difference.md) - A single suggestion from a fresh perspective can change everything.
- [Multi-Sided Systems Blur Faster](https://vibe2value.com/multi-sided-systems-blur-faster.md) - The issue wasn’t that the user was vague. It was that there wasn’t just one.
- [StartWithYourContext Application](https://vibe2value.com/startwithyourcontext.md) - A working AI search app built to learn from. Set your context once, get answers shaped by your situation. Built end-to-end on Cloudflare as a real, open example you can use and adapt.
- [If AI Is Your Guardrail, You’ve Already Lost](https://vibe2value.com/if-ai-is-your-guardrail-youve-already-lost.md) - AI can move fast. But it won’t fix direction. If that part isn’t clear, speed just gets you to the wrong place quicker.
- [Where the Thinking Is](https://vibe2value.com/where-the-thinking-is.md) - A rework based on what’s holding up in real builds and where the shape+build+launch thinking is right now.
- [Reviewing AI-Assisted Code Changes](https://vibe2value.com/reviewing-ai-assisted-code-changes.md) - When AI changes a lot of code quickly, review is no longer about reading lines. It’s about making sure you still understand what will happen in production.
- [Pressure moving upstream](https://vibe2value.com/pressure-moving-upstream.md) - The bottleneck isn't typing. It's clarity. AI makes building fast. AI doesn't remove responsibility, it exposes it.
- [Don’t Reinvent the Wheel, Question the Price Tag Instead](https://vibe2value.com/dont-reinvent-the-wheel-question-the-price-tag-instead.md) - More people are pausing and asking a simple but powerful question: “Should I really be paying this much for that?”
- [When effort and systems stop being the same thing](https://vibe2value.com/when-effort-and-systems-stop-being-the-same-thing.md) - At small scale, effort and systems look identical. The moment they stop looking identical is the moment you should have built the system one project ago.
- [3.3.3 - Are You Comfortable Putting Your Name on This Build?](https://vibe2value.com/are-you-comfortable-putting-your-name-on-this.md) - Set the ownership threshold: say what is still imperfect, what would happen if it failed and why shipping is still acceptable under those conditions.
- [3.3.2 - Name the Risks Yourself Before Users Find Them in Production](https://vibe2value.com/name-the-risks-before-users-find-them.md) - Name the launch risk: say what might break, what would trigger it and what response reduces the damage.
- [3.3.1 - What "Ready" Actually Means Once Real Users Are Looking](https://vibe2value.com/what-ready-actually-means.md) - Define the readiness rule: say what has to be true, how it will be checked and who owns any remaining risk.
- [3.2.3 - Iteration Should Increase Value, Not Just Add Surface Area](https://vibe2value.com/iteration-should-increase-value.md) - Check the iteration value test: say what changed, what user outcome it is meant to improve and what signal will show that it did.
- [3.2.2 - Explain Your Decisions Before Asking for Review](https://vibe2value.com/explain-your-decisions-before-asking-for-review.md) - Explain the review context: say what was decided, what trade-off it created and what question you want reviewers to answer.
- [3.2.1 - The Difference Between Learning and Being Stuck](https://vibe2value.com/the-difference-between-learning-and-being-stuck.md) - Name the learning signal: say what question is being answered, what signal will answer it and what decision comes next.
- [3.1.3 - Decide in Advance What Would Change Your Mind](https://vibe2value.com/decide-in-advance-what-would-change-your-mind.md) - Set the decision threshold: say what evidence will trigger change, where it will come from and what action follows.
- [3.1.2 - Ask for Signals, Not Opinions, From the People You Trust](https://vibe2value.com/ask-for-signals-not-opinions.md) - Choose the decision signal: point to the behavior or result you need to see and explain what decision it will change.
- [3.1.1 - Why Sharing Early Creates the Learning Your Build Needs](https://vibe2value.com/why-sharing-early-creates-learning.md) - Plan the early sharing plan: say who will see it, what they will see and what question their reaction needs to answer.
- [2.3.3 - The One Metric That Proves This Works for Real Users](https://vibe2value.com/the-one-metric-that-proves-this-works.md) - Define the proof metric: say what the metric is, what user behavior creates it and what threshold counts as enough.
- [2.3.2 - Why Cutting Features Is a Design Skill Most Builders Skip](https://vibe2value.com/why-cutting-features-is-a-design-skill-in-ai-assisted-software-development.md) - Choose the feature cut: say what stays central, what gets removed and why the product becomes stronger because of that cut.
- [2.3.1 - Where the Real Differentiation Actually Lives in Your Build](https://vibe2value.com/where-the-real-differentiation-actually-lives.md) - Name the real differentiation: point to the advantage, show where the user feels it and say what should remain standard.
- [2.2.3 - Understanding the Shape of the System Before You Change It](https://vibe2value.com/understanding-the-shape-of-the-system.md) - Map the system shape: say which part owns what, what each part depends on and where the important handoff happens.
- [2.2.2 - Buy vs Build Is a Strategy Choice, Not an Engineering One](https://vibe2value.com/buy-vs-build-is-a-strategy-choice.md) - Make the buy versus build decision: say what the decision is about, why one side wins and which constraint makes the call.
- [2.2.1 - The Routine Work Checklist Nobody Talks About](https://vibe2value.com/the-routine-work-checklist-nobody-talks-about.md) - Define the routine work checklist: say what repeats, who owns it and what done looks like each time.
- [2.1.3 - What This Build Is Meant to Teach You, Not Just to Ship](https://vibe2value.com/what-this-build-is-meant-to-teach-you.md) - Name the learning goal: say what you believe, what the build needs to answer and what signal will prove or weaken that belief.
- [2.1.2 - Where the User First Feels Value Is Where to Start Building](https://vibe2value.com/where-the-user-first-feels-value.md) - Find the first value moment: point to the moment the user first feels relief or progress and the step immediately before it.
- [2.1.1 - The Only Path Your Prototype Actually Needs to Walk](https://vibe2value.com/the-only-path-your-prototype-needs.md) - Define the prototype path: say what the prototype is meant to teach, which path will test it and what signal counts as proof.
- [1.3.3 - Describe One Main Path First, Then Ignore Everything Else](https://vibe2value.com/describe-one-main-path-then-ignore-the-rest.md) - Describe the main path: describe the user, what starts the flow and the exact steps that lead to the outcome.
- [1.3.2 - What This Will Not Do (On Purpose) Is Half the Decision](https://vibe2value.com/what-this-will-not-do-on-purpose.md) - Set the scope boundary: say what stays in, what stays out and why the cut protects the core path.
- [1.3.1 - The One Outcome That Makes This Build Worth Doing in the First Place](https://vibe2value.com/the-one-outcome-that-makes-this-worth-doing.md) - Choose the main outcome: say what changes for the user, why that change matters and what signal will show it is real.
- [1.2.3 - The Risks You're Avoiding Naming Are the Ones That Bite You](https://vibe2value.com/the-risks-youre-avoiding-naming.md) - Name the named risk: say what might fail, who or what it would affect and what action will reduce the damage.
- [1.2.2 - What Does "Success" Actually Mean for the First Version You Ship?](https://vibe2value.com/what-does-success-mean-for-version-one.md) - Define the version one success definition: say what has to happen, how it will be measured and what number or threshold counts as enough.
- [1.2.1 - Can You Explain This in 30 Seconds Without Mentioning the Tech?](https://vibe2value.com/can-you-explain-this-in-30-seconds.md) - Explain the 30-second explanation: explain who it is for, what problem it fixes and what useful result appears without adding a second paragraph.
- [1.1.3 - The One-Line Promise That Keeps Your Build Honest Throughout](https://vibe2value.com/the-one-line-promise-that-keeps-you-honest.md) - Write the one-line promise: say who it is for, what result it creates and what it is deliberately not trying to do.
- [1.1.2 - Describe the Pain Without Mentioning the Solution](https://vibe2value.com/describe-the-pain-without-mentioning-the-solution.md) - Describe the pain statement: say who is affected, what happens right before the pain appears and what it costs the user or the team.
- [1.1.1 - If You Can't Name the User, You're Guessing What They Want](https://vibe2value.com/if-you-cant-name-the-user-youre-guessing.md) - Name the user definition: say who the user is, what starts the need and what result they are trying to reach.

## Optional
- [RSS Feed](https://vibe2value.com/rss/)
- [Sitemap](https://vibe2value.com/sitemap.xml)
- [Full content of pages and posts](https://vibe2value.com/llms-full.txt)