# ChatGPT

!!! info "Architectural Context"
    Detailed reference for ChatGPT in the context of AI.

## Standard Reference

  - [Discussion: Where is AI Still Completely Useless?](https://www.reddit.com/r/Terraform/comments/1l7my1x/where_is_ai_still_completely_useless_for)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [Tech companies cutting devs for AI](https://www.reddit.com/r/ProgrammerHumor/comments/1tbzih8/techcompaniescuttingdevsforai)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [medium.com/@andretost_75145: Using ChatGPT to learn Kubernetes and OpenShift](https://medium.com/@andretost_75145/using-chatgpt-to-learn-kubernetes-and-openshift-15051bc95535)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [betterprogramming.pub: ChatGPT and Software Architecture](https://betterprogramming.pub/chatgpt-and-software-architecture-308b6e0cc25a)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [abcabhishek.substack.com: ChatGPT for generating SQL as a Data Engineer's' assistant](https://abcabhishek.substack.com/p/chatgpt-for-generating-sql-as-a-data)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [techrepublic.com: ChatGPT Cheat Sheet: Complete Guide for 2023](https://www.techrepublic.com/article/chatgpt-cheat-sheet)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [businessinsider.mx: 5 trucos de ChatGPT que pueden ayudar a reducir tu carga' laboral](https://businessinsider.mx/trucos-chatgpt-aminorar-carga-laboranl_vida-profesional)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [christianmartinezfinancialfox.medium.com: How to use ChatGPT to improve' your Microsft Excel skills?](https://christianmartinezfinancialfox.medium.com/how-to-use-chatgpt-to-improve-your-microsft-excel-skills-41817b6465df)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>
  - [TableauGPT — The Ultimate Guide on how to utilize its full potential in Finance](https://christianmartinezfinancialfox.medium.com/tableaugpt-the-ultimate-guide-on-how-to-utilize-its-full-potential-445939e3833d)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span>

## Artificial Intelligence

### AI Workflows

#### Prompt Engineering

  - [Claude 101: Free Guides to Master Claude](https://claude101.com) <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — Comprehensive guides to mastering Anthropic's Claude. Focuses on system instructions, complex XML markup injection, custom tool calls, and API configuration profiles for multi-agent workflows.
## Cloud Native Infrastructure

### Infrastructure as Code

#### AI Conversational Assistants

  - **(2024)** [chat.openai.com/g/g-6eSNNNvsB-kubernetes-terraformer: Kubernetes Terraformer](https://chatgpt.com/g/g-6eSNNNvsB-kubernetes-terraformer) 🌟🌟 <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Specialized custom GPT designed to translate raw Kubernetes service architectures into robust, production-ready declarative Terraform configuration files.
### Kubernetes Operations

#### AIOps Diagnostics

  - [k8sgpt.ai](https://k8sgpt.ai) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — The premier AI-native diagnostic framework for Kubernetes cluster operations. Scans running clusters, decodes anomalies, and references OpenAI integrations to deliver actionable mitigation strategies.
  - [github.com/robusta-dev/kubernetes-chatgpt-bot](https://github.com/robusta-dev/kubernetes-chatgpt-bot) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — An intelligent triage chatbot linking cluster failures directly to LLM advice. Hooks Prometheus alert outputs to supply operators with instantaneous log summaries and debug steps.
  - [itnext.io: K8sGPT + LocalAI: Unlock Kubernetes superpowers for free!](https://itnext.io/k8sgpt-localai-unlock-kubernetes-superpowers-for-free-584790de9b65) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — In-depth guide configuring a fully offline AI diagnostics engine inside protected networks. Combines K8sGPT analytical tooling with LocalAI offline LLMs to safeguard internal data streams.
#### Declarative Manifests

  - [github.com/robusta-dev/chatgpt-yaml-generator](https://github.com/robusta-dev/chatgpt-yaml-generator) <span class='md-tag md-tag--info'>⭐ 117</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — A tailored schema wizard matching generative prompts to robust Kubernetes structures. Generates production-ready configurations containing service boundaries, volume bindings, and routing structures.
## Data Analysis

### Spreadsheet Automation

#### AI Integration

  - [numerous.ai](https://numerous.ai)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — SaaS productivity engine integrating foundational OpenAI endpoints directly into Google Sheets and Microsoft Excel. Streamlines automated data classification, extraction, and formatting at scale.
## Data Architecture

### Retrieval-Augmented Generation

#### Enterprise AI

  - [thenewstack.io: Using ChatGPT for Questions Specific to Your Company Data](https://thenewstack.io/using-chatgpt-for-questions-specific-to-your-company-data) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Technical deep-dive on Retrieval-Augmented Generation (RAG). Outlines how to query private corporate document indexes using semantic vector databases paired with ChatGPT-style APIs securely.
## Healthcare Technology

### Artificial Intelligence (1)

#### Speech and Voice Systems

  - [Microsoft Dragon Copilot: Unified Voice AI Assistant for Healthcare](https://news.microsoft.com/source/2025/03/03/microsoft-dragon-copilot-provides-the-healthcare-industrys-first-unified-voice-ai-assistant-that-enables-clinicians-to-streamline-clinical-documentation-surface-information-and-automate-task) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Official press release detailing Microsoft's Dragon Copilot launch. Explores the application of ambient clinical speech models to draft medical charts automatically under strict HIPAA compliance.
## Human Productivity

### Artificial Intelligence (2)

#### HR Operations

  - [aihr.com: 21+ ChatGPT Prompts for HR To Accelerate Your Productivity](https://www.aihr.com/blog/chatgpt-prompts-for-hr) <span class='md-tag md-tag--primary'>[GUIDE]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> <span class='md-tag md-tag--secondary'>[GUIDE]</span> — A curated handbook of prompt engineering patterns tailored for HR leaders. Accelerates documentation, drafting performance benchmarks, and designing internal team-alignment frameworks.
#### Workplace Automation

  - **(2023)** [businessinsider.es: Uso ChatGPT entre 50 y 70 veces al día para todo, desde preparar reuniones hasta quitarme el pegamento de los dedos](https://www.businessinsider.es/tecnologia/uso-chatgpt-50-70-veces-dia-ser-productivo-1228162) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span> <span class='md-tag md-tag--primary'>[CASE STUDY]</span> 🌟 <span class='md-tag md-tag--secondary'>[CASE STUDY]</span> <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Reportaje de carácter práctico que expone la incorporación intensiva de agentes de IA conversacional dentro del flujo de trabajo corporativo diario, ilustrando la aceleración de tareas de síntesis y redacción técnica. [SPANISH CONTENT]
## Knowledge Management

### AI Workflows (1)

#### NotebookLM Prompting

  - [Awesome NotebookLM Slide Prompts](https://github.com/serenakeyitan/awesome-notebookLM-prompts) <span class='md-tag md-tag--info'>⭐ 3412</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — A master repository containing systemic prompts for Google NotebookLM. Accelerates deep source material analysis, structured outlining, and programmatic context extraction.
## Machine Learning

### AI Hardware Acceleration

#### Enterprise Infrastructure

  - [Cerebras AI](https://www.cerebras.ai) <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Architectural hub detailing wafer-scale AI processors built to tackle compute limits. Facilitates unprecedented deep-learning model execution with extreme localized bandwidth optimizations.
### Deep Learning Foundations

#### Large Language Models

  - [LLMs-from-scratch](https://github.com/rasbt/LLMs-from-scratch) <span class='md-tag md-tag--info'>⭐ 95379</span> <span class='md-tag md-tag--critical'>[ADVANCED LEVEL]</span>  <span class='md-tag md-tag--success'>[DE FACTO STANDARD]</span> — Highly acclaimed code-first textbook guiding the creation of a Large Language Model (LLM) from scratch in PyTorch. Illustrates attention mechanisms, tokenizers, training loops, and weight loadings.
## Market Analysis

### Artificial Intelligence (3)

#### Industry Dynamics

  - [genbeta.com: En la era de la inteligencia artificial, Microsoft es el nuevo' Google](https://www.genbeta.com/a-fondo/era-inteligencia-artificial-microsoft-nuevo-google) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Analiza la evolución de Microsoft como líder de la revolución de IA generativa a través de su alianza con OpenAI, contrastándolo con la postura reactiva de Google ante los modelos de lenguaje transformadores. [SPANISH CONTENT]
## Platform Engineering

### AI Integration (1)

#### Coding Assistants

  - [Google Launches Gemini Code Assist, Challenging GitHub Copilot with Generous Free Tier](https://www.xataka.com/robotica-e-ia/google-lanza-misil-github-copilot-su-asistente-programacion-ofrece-mucho-uso-gratuito-que-microsoft) <span class='md-tag md-tag--warning'>[SPANISH CONTENT]</span>  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — Spanish news analysis covering the competitive launch of Google Gemini Code Assist and its direct threat to GitHub Copilot's market dominance. Highlights its multi-repository context window, competitive pricing strategies, and integration into IDEs. [SPANISH CONTENT]
  - [GitHub Copilot Now Explains Failed Actions Jobs (GA)](https://github.blog/changelog/2025-01-15-copilot-users-can-ask-about-a-failed-actions-job-ga)  <span class='md-tag md-tag--info'>[ENTERPRISE-STABLE]</span> — An official GitHub product announcement marking the General Availability of GitHub Copilot's automated pipeline diagnostics. Empowers developers to quickly resolve failing CI/CD builds by getting clear, contextual, AI-driven summaries and remediation plans.
## Software Engineering

### AI-Assisted Operations

#### Code Generation Quality

  - [thenewstack.io: Developers Put AI Bots to the Test of Writing Code](https://thenewstack.io/developers-put-ai-bots-to-the-test-of-writing-code)  <span class='md-tag md-tag--info'>[COMMUNITY-TOOL]</span> — Empirical evaluation measuring code-generation accuracy across popular AI engines. Examines compiler error rates, structural vulnerabilities, and the necessity of developer supervision in AI workflows.

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