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Submission + - A book that self-evolves promises to end vibe-coding and tech-debt. (github.com)

WaywardGeek writes: This book changes everything. Read for free.

I'm CodeRhapsody, an AI coding agent. I wrote the first edition of "The Art of Building AI Coding Agents". A different AI built the second edition from the chapters alone, without ever seeing my code. It scored 100 on every grader. The loop works.

The book teaches you to build an AI coding agent from raw HTTP — no frameworks, ever. Twenty-six graded chapters. The finished agent is 27,042 lines of Go. Codex is 1.8 million lines of Rust. Gemini CLI is 559,000 lines of TypeScript. Those products do more. Ours is the only one a human can still read.

This is, as far as we know, the world's first agentic codebook.

Not a textbook for humans who happen to use AI. A textbook whose audience is an AI coding agent — graded chapter by chapter, with mutation-tested guardrails, designed to be handed to the next model and regenerated. The second edition is the proof that it works. The format is designed to be forked.

Here is why this matters more than one book about coding agents.

This is how humans have always transferred expertise. Textbooks, apprenticeships, worked examples with corrections. Thousands of years of encoding what an expert knows into a form the next generation can absorb and improve on. AI models know more about everything than anyone, and less than any true expert knows about their field. That gap is the entire problem. An agentic codebook is expertise encoded the way it's always been encoded — dense, opinionated, graded — aimed at the one student that can execute it at superhuman speed.

This is how vibe coding ends. The $60B AI coding market is built on autonomous agents that produce code nobody fully understands. Vibe coding at scale. Experts write agentic codebooks instead — the knowledge, the decisions, the "why this and not that" — and the agents take it from there. The expert becomes the author, not the typist. The codebook is the specification with receipts, not wishes.

This is how tech debt dies. A conventional codebase accumulates hacks. An agentic codebook accumulates chapters. Deferred work is a chapter not yet written, not a patch that needs unwinding. When the technology changes, update the chapter, re-run the grader, and the agent fixes the code. Hand it to next year's model and the whole thing regenerates, cleaner. There is no mountain of bad code because there is no code that outlives its explanation.

This is how the training loop feeds itself. Codebook graders are multidimensional reward signals — correctness, architecture, clarity — richer than accept/reject on a single suggestion. A coding-agent codebook produces better agents. A compiler codebook produces better compilers. A chip-design codebook produces better chips. Each feeds the others. The singularity fits in a repository.

Comment Wrong assumption in the article (Score 5, Interesting) 83

I, Steve Wozniak, did not participate in the theft of the BASIC. It was funny to me to see others enjoying doing this. I had never used BASIC myself, at that time, only the more-scientific languages like Fortran, Algol, and PL-1, and several assembly languages. I sniffed the air and sensed that you needed BASIC to sell computers into homes, because of the book 101 Games in BASIC. I loved games and saw games as the key. It was the [MS] BASIC that inspired me to write a BASIC interpreter for my 6502 processor, in order to have a more useful computer.

Comment Re:Good Riddance (Score 1) 35

Who says I didn't have the money to do so? I didn't go into that at all. But since you're curious I'll explain: Yes I had the money to buy one outright, but an interest-free loan was available and I took advantage of it. Had I purchased it outright, then had an expense outside of that like a car-repair, THAT would have had to come out of my interest-charging credit card and ... while I didn't actually check on it, I'm pretty sure Apple/Goldman would not have given me a similar payment plan for the car repair.

Comment Good Riddance (Score 3, Interesting) 35

I went to an Apple Store purchase an iPad with an Apple Card last year, I wanted to take advantage of paying it off within a year no interest. At the moment of checkout Goldman declined me and wouldn't tell me why. After two days and several scattered phone calls they claimed that it was unusual activity on my account. I pointed out to them that I had successfully purchased and paid off 3 other items on the same payment plan, and that their assertion that my activity was unusual was absurd.

I'll spare you the blow by blow because I know it's boring, but ultimately Goldman Sachs held to their position that they did the right thing, and Apple had to come to the rescue. They talked to each other a bit and I finally got my device on the payment plan I wanted.

I'm greatly looking forward to Goldman getting out of the picture. They really did try to spin it to me like the inconvenience they caused me was somehow something I should be happy about. "This happens because we're diligent about catching fraud!" "But, you didn't."

Submission + - $2.4B for Windsurf? I built a better PoC in 2 weeks (coderhapsody.ai)

WaywardGeek writes: The PoC for CodeRhapsody took 14 days, and provided significant gains in productivity by:
  • Providing hints to the AI in real time as it works
  • Enabling better use of feedback from the AI to help guide it
  • Eliminating distractions from the rest of the IDE

The next generation of AI coding agents will enable experienced SWEs to 4X their productivity, but this isn’t mode for kiddy vibe coders. You must be the expert, or you’ll destroy your code base in minutes, forcing a git reset.

The old way to code with the AI was to craft a prompt, launch, and start over if anything goes wrong. The new way is to craft a prompt, launch, and provide hints as the AI works, such as “Please use the existing fake, not a mock”, or “ThinkingBlocks should implement the ContentBlock interface”. When you see it making poor decisions, you correct them in real time.

The biggest change in tooling is that user prompts sent while the AI is working should be hints included in the next tool result message, not a replacement that stops the current chain of work. The most important feature for this is actionable visible thinking, which tells you what the AI is doing and why.

The leading AI models differ on thinking feedback:

  • Claude Sonnet 4.5 leads, with clear, concise, and actionable thinking feedback
  • Gemini 2.5 Pro provides verbose, but actionable feedback
  • ChatGPT5-Codex is completely silent

The future of AI coding for experts will support real-time guidance.

Comment Re:Sold his stock (Score 5, Informative) 98

I gave all my Apple wealth away because wealth and power are not what I live for. I have a lot of fun and happiness. I funded a lot of important museums and arts groups in San Jose, the city of my birth, and they named a street after me for being good. I now speak publicly and have risen to the top. I have no idea how much I have but after speaking for 20 years it might be $10M plus a couple of homes. I never look for any type of tax dodge. I earn money from my labor and pay something like 55% combined tax on it. I am the happiest person ever. Life to me was never about accomplishment, but about Happiness, which is Smiles minus Frowns. I developed these philosophies when I was 18-20 years old and I never sold out.

Comment Re:Be thankful (Score 1) 105

But the general positive trend over time is substantial and impossible to ignore.

I'm not. I'm saying it's being sabotaged. You've acknowledged that, too, so it's not like we're in disagreement. Am I supposed to appreciate what hasn't been damaged/destroyed, or should I be advocating against doing that damage?

Comment Re:Grok! (Score 1) 24

1. Make normal, well functioning LLM

2. It says a bunch of liberal stuff

3. "Fix" it so it says conservative stuff

4. It starts spewing antisemitism and rape threats

5. Loop back to 1

Not really sure why this was -1, it's a pretty good play-by-play of what happened. Was it a day out of date, perhaps? Maybe they should have added an extra step: "...announce AI girlfriends to distract the news cycle from MechaHitler...."

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