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Why does AI struggle with large and messy codebases? Ambiguity, implicit assumptions, and scale break alignment and reliability.

I propose a map-first workflow called LayeredDSL: a structured YAML metamodel defining domain types, business logic, components, UI, workflows, security, and mapping metadata. Think of it as a single source of truth—AI and developers both work from the same map. Once defined, AI scaffolds or validates code deterministically.

Reduces hallucinations

Ensures traceability and alignment

Enables cross-language and cross-service portability.

Repo is here: https://github.com/AlessandroAnnini/layereddsl Keen to hear from those building real AI‑driven development systems.


No Paywall - How to dynamically change terminal tab name with current working folder


How to measure what matters in AI assistant responses and build better systems with the DSPy LLM Evaluator. [no paywall]


This agent library can use functions and call on itself until it finds a way to answer to the user. It’s not a real, complete artificial general intelligence, it’s really extremely far from it actually, but it’s a nice experiment in that direction.


An AI agent powered by OpenAI, designed to process and respond to messages using the OpenAI API and integrate tools as functions. This agent is built to be flexible, efficient, and easy to integrate into various applications.


Hello pimb, thank you for your brilliant question. The answer is "no" and you would know it if you had ever even opened the page of the repo.

Take care


An advanced AI agent powered by OpenAI, designed to process and respond to messages using the OpenAI API and integrate tools as functions. This agent is built to be flexible, efficient, and easy to integrate into various applications.


This repo is a joke, right? I'd be embarrassed peddling this as AGI.

We're a long way from AGI existing at all. Even if you disagree, it's agreed upon that we're not there yet. For this repo to call its offering AGI is even more dramatic of a mischaracterization than saying I'm an Olympic sprinter because I went for a morning jog.

What can I say? Hucksters gonna huckster.


Hello liliumregale, thank you for your brilliant and constructive criticism. For version 2 my repo is going to contain a REAL AGI!! Then you are going to be able to code your, only friend.

Take care


indeed.

even more so, it is already a joke that we have to call it AGI now. back in the day it was just "AI", but then the marketing people came along and called every mediocre machine-learning system or algorithm with more than 10 ifs "AI", like it it already passed the turing test and became self-aware along the way.


Hello dinkblam, thank you for discovering this elaborate scam about agi. I am going to tell my marketing people that Christmas won't be the same this year.

Take care


great question btw!


yes, it uses openai api with your api key


Generate summaries of Udemy video transcripts using the OpenAI API. demo: https://www.youtube.com/watch?v=-6Y5lcMYPAU


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