AI's ability to generate content and adapt to mistakes is inspiring. AI may become a new programming language where writing prompts becomes a key skill. AI can assist with small coding tasks within a larger architecture, saving time and effort. #AI #programming

A tech enthusiast explores the potential of generative AI in role-playing games, revisiting a career-long fascination with game development. #GenAI #RolePlayingGames

Data security needs to catch up, especially with sensitive info like PII. LLMs should be used to mask logged information and anonymize user data in processes like Excel file creation. #LLMs #DataSecurity

Developer tools will become more focused, offering increased customization for code generation. General-purpose tools will focus on integration, automation, and REST endpoints. #DeveloperTools #Automation

Swagger, defining REST endpoints, can serve as a really effective specification, especially with tools like Lovable for building React applications. #REST APIs #Swagger

Consider how data access rules might restrict local LLMs, preventing them from accessing sensitive or regulated information, like emails with data retention or loss prevention rules. This helps avoid potential data retention violations. #LLMs #DataGovernance

As LLMs evolve, systems for enhancing their output quality will emerge. Software development will incorporate engineering disciplines: inspections, reviews, and discussions. #LLMs #SoftwareDevelopment

LLMs will likely improve software development as systems are implemented to improve their output quality. LLMs have lots of business potential. #LLMs #SoftwareDevelopment

There will be CI/CD pipelines for testing context files. If prompts are given every couple of hours, will it manipulate the file system without using git commands? This could ensure that the best context files are provided. #LLM #testing

Spec coding involves detailing functional and non-functional requirements as one would in a planning meeting. #coding #softwaredevelopment

Organizations can create bundles of context engineering files for analysts. When analysts use an LLM, it knows not to export PII or save secrets in the UI. #LLM #PII

Spec coding involves detailing functional and non-functional requirements for a feature in individual statements. These statements, when combined, describe the application. This differs from vibe coding, where you create as you go. #programming #coding

Imagine a world where analysts build functional demos, allowing managers to visualize and refine processes. This leads to higher-quality requirements and better end products for developers. #prototyping #uxdesign

LLMs aren't deterministic tools. Code generation varies with each prompt, even when identical. The same prompt can yield different application builds every time. #LLMs #CodeGeneration

The aim is to refine software development by implementing standards, best practices, code reviews, and code checks. These strategies have been proven to enhance the development process. #SoftwareDevelopment #BestPractices

Tina Fey's improv guide offers a better framework for using LLMs than simply 'vibing.' The key is to 'yes and,' building slowly with questions and code generation for desired results. #LLMs #Improv

Tina Fey's improv guide offers a more structured approach to LLM interaction than simply 'vibe coding.' The 'yes, and' principle is key to building a collaborative exchange. #LLM #Improv

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Learn how to easily create a Twitter API using NoCodeAPI. This tutorial guides you through logging in, searching the marketplace, and generating API keys from https://t.co/7N4dYTD4lV to connect to your dashboard. #NoCodeAPI #TwitterAPI

Tech startups are now explicitly planning to leverage AI tools to reduce hiring. The expectation is that if a machine can do the work, a human should manage it, maximizing support from AI engines. #AItools #techstartups