#coding-llm
#coding-llm

"AI Can't Quote Coverage You Never Generated."

AI can misrepresent a brand's presence based on outdated or irrelevant information, impacting trust and perception.

The AI Revolution in Development: Why Outer Loop Agents Are the Next Big Thing

AI is set to revolutionize post-code push processes, automating tasks like security fixes, error logging, and code reviews.

more#ai

#github

Privacy professionals

GitHub Will Use Copilot Interaction Data from Free, Pro, and Pro+ Users to Train AI Models

GitHub will use interaction data from Copilot users to improve AI models starting April 24, with users opted in by default.

Marketing tech

GitHub backs down, kills Copilot PR 'tips' after backlash

GitHub removed Copilot's ability to insert ads into pull requests after developer backlash.

GitHub removes Copilot messages from pull requests

GitHub rolled back a feature in Copilot that automatically inserted promotional messages into pull requests after developer backlash.

Privacy professionals

GitHub Will Use Copilot Interaction Data from Free, Pro, and Pro+ Users to Train AI Models

GitHub will use interaction data from Copilot users to improve AI models starting April 24, with users opted in by default.

Marketing tech

GitHub backs down, kills Copilot PR 'tips' after backlash

GitHub removed Copilot's ability to insert ads into pull requests after developer backlash.

GitHub removes Copilot messages from pull requests

GitHub rolled back a feature in Copilot that automatically inserted promotional messages into pull requests after developer backlash.

California cements its role as the national testing ground for AI rules

California is advancing AI regulations while the Trump administration seeks a national standard to limit state-level laws.

Marketing

fromInc

3 hours ago

Is Your Company Focusing on Generative Engine Optimization?

Generative engine optimization (GEO) requires marketers to adapt strategies for AI-driven search, focusing on relevance and collaboration across PR, content, and SEO.

Google releases Gemma 4, a family of open models built off of Gemini 3

Google has released the Gemma 4 family of open-weight models under the Apache 2.0 license, enhancing accessibility for developers.

Mobile UX

fromTNW | Google

Google has launched Gemma 4

Google has released Gemma 4, a new family of open-weight models in four sizes for various hardware applications.

Google announces Gemma 4 open AI models, switches to Apache 2.0 license

Google's Gemma 4 AI models offer improved performance and local usability, addressing developer concerns by eliminating the custom licensing model.

Google's Gemma 4 model goes fully open-source and unlocks powerful local AI - even on phones

Gemma 4 is now fully open-source, enabling local AI use for privacy, offline functionality, and cost savings across various devices.

Mobile UX

fromEngadget

Google releases Gemma 4, a family of open models built off of Gemini 3

Google has released the Gemma 4 family of open-weight models under the Apache 2.0 license, enhancing accessibility for developers.

Mobile UX

fromTNW | Google

Google has launched Gemma 4

Google has released Gemma 4, a new family of open-weight models in four sizes for various hardware applications.

Google announces Gemma 4 open AI models, switches to Apache 2.0 license

Google's Gemma 4 AI models offer improved performance and local usability, addressing developer concerns by eliminating the custom licensing model.

Google's Gemma 4 model goes fully open-source and unlocks powerful local AI - even on phones

Gemma 4 is now fully open-source, enabling local AI use for privacy, offline functionality, and cost savings across various devices.

Why 'curate first, annotate smarter' is reshaping computer vision development

Strategic data selection and curation reduce annotation costs and enhance development productivity in computer vision teams.

16 hours ago

Get ready for a wave of TBPN clones after its blockbuster OpenAI deal

OpenAI acquired the livestream talk-show startup TBPN, highlighting its significant influence on the tech industry and the rise of similar shows.

DevOps

Github Integrates AI to Improve Accessibility Issue Management and Automate Feedback Triage

GitHub has launched an AI-powered workflow to streamline accessibility feedback into prioritized engineering tasks.

fromRubyflow

Ruby on Rails

Internator now runs on OpenCode (bye Codex)

Internator is a Ruby CLI that automates code changes and now operates on OpenCode for enhanced flexibility and efficiency.

Tech industry

17 hours ago

Google battles Chinese open weights models with Gemma 4

Google launched new open-weights Gemma models optimized for agentic AI and coding, offering enterprises a domestic alternative to Chinese LLMs.

How to Get the Most Out of Claude Code

The /insights command in Claude Code analyzes user interaction history and generates a detailed report for improvement.

Here's what that Claude Code source leak reveals about Anthropic's plans

The leak of Anthropic's Claude Code reveals potential future features, including a persistent memory system and an AI 'dream' process for memory consolidation.

Anthropic admits Claude Code quotas running out too fast

Users of Claude Code are facing high token usage and early quota exhaustion, disrupting their coding work.

Anthropic accidentally exposes Claude Code source code

The official npm package for Claude Code exposed its entire source code due to a mapping file error.

How to Get the Most Out of Claude Code

The /insights command in Claude Code analyzes user interaction history and generates a detailed report for improvement.

Here's what that Claude Code source leak reveals about Anthropic's plans

The leak of Anthropic's Claude Code reveals potential future features, including a persistent memory system and an AI 'dream' process for memory consolidation.

Anthropic admits Claude Code quotas running out too fast

Users of Claude Code are facing high token usage and early quota exhaustion, disrupting their coding work.

Anthropic accidentally exposes Claude Code source code

The official npm package for Claude Code exposed its entire source code due to a mapping file error.

Beyond RAG: Architecting Context-Aware AI Systems with Spring Boot

Context-Augmented Generation (CAG) enhances Retrieval-Augmented Generation (RAG) by managing runtime context for enterprise applications without requiring model retraining.

fromFast Company

Y Combinator's CEO says he ships 37,000 lines of AI code per day. A developer looked under the hood

Gregorein's review highlighted that Tan's website made 169 server requests totaling 6.42 megabytes, while Hacker News only made 7 requests for 12 kilobytes.

Web design

Django

fromPycoders

fromInside Higher Ed | Higher Education News, Events and Jobs

PyCoder's Weekly | Issue #728

Django projects can be improved with Alpine AJAX and friendly classes for better code quality and maintainability.

Higher education

Despite Skepticism, Widespread AI Use at Cal State

The California State University system shows significant AI tool usage among students, faculty, and staff, despite some skepticism about its role in education.

NYC startup

Directing a Swarm of Agents for Fun and Profit

Netflix pioneered enterprise cloud usage, transitioning from credit card instances to formal AWS licensing.

Web development

Cloudflare previews AI rebuild of Wordpress in TypeScript

Cloudflare has launched EmDash, a new CMS built with TypeScript, aiming to provide a serverless alternative to WordPress.

#ai-development

Online learning

Inside the OpenAI project where freelancers train ChatGPT on everything from farming to commercial flying

Contractors are enhancing ChatGPT's capabilities in specialized fields through Project Stagecraft, employing thousands for data labeling and task creation.

fromDEV Community

From Maintaining Open Source Libraries to Building an AI-Powered Tools OS with Rust and WebAssembly

Kitmul evolved from a modest project to a platform offering over 300 tools, leveraging AI to enhance development speed and user accessibility.

Online learning

Inside the OpenAI project where freelancers train ChatGPT on everything from farming to commercial flying

Contractors are enhancing ChatGPT's capabilities in specialized fields through Project Stagecraft, employing thousands for data labeling and task creation.

fromDEV Community

fromTNW | Artificial-Intelligence

From Maintaining Open Source Libraries to Building an AI-Powered Tools OS with Rust and WebAssembly

Kitmul evolved from a modest project to a platform offering over 300 tools, leveraging AI to enhance development speed and user accessibility.

'Vibe coding' may offer insight into our AI future - Harvard Gazette

Vibe coding allows users to create software by describing functionality in plain English, reducing the need for coding knowledge.

Productivity

Why probability, not averages, is reshaping AI decision-making

ChanceOmeters measure uncertainty directly, improving decision-making by providing odds rather than relying solely on averages.

Business intelligence

fromeLearning Industry

How Many AI Tools Are There? A Data-Backed Look At The Expanding AI Landscape

The AI tools ecosystem is rapidly expanding, with thousands of tools available across various categories, creating both opportunities and complexities for businesses.

Social media marketing

Meta is assembling an elite new AI lab for its recommendations division

Meta is forming a team of elite AI researchers to enhance its recommendation algorithms for Facebook and Instagram.

Healthcare

fromTNW | Health-Tech

Corti's new Symphony AI beats OpenAI and Anthropic on medical coding

Corti's Symphony for Medical Coding improves clinical coding accuracy by treating it as a reasoning task rather than a labeling problem.

Information security

Using AI to code does not mean your code is more secure

AI tools for coding are introducing vulnerabilities, with significant CVEs linked to AI-generated code.

Microsoft takes on AI rivals with three new foundational models | TechCrunch

Microsoft AI released three foundational AI models for text, voice, and image generation, emphasizing human-centered design and competitive pricing.

#openai

fromwww.theguardian.com

18 hours ago

OpenAI buys tech talkshow TBPN in push to shape AI narrative

OpenAI acquires TBPN to enhance public engagement on AI while allowing the show to maintain editorial independence.

fromWIRED

OpenAI Buys Some Positive News

OpenAI acquired TBPN to enhance its public image and engage in constructive conversations about AI technology.

4 days ago

OpenAI introduces plugins for Codex and expands functionality

OpenAI introduces plugin support in Codex, enhancing integrations and extensibility to compete with rivals like Anthropic and Google.

6 days ago

With new plugins feature, OpenAI officially takes Codex beyond coding

OpenAI has introduced plugin support in Codex to enhance user experience and integration with external services.

fromwww.theguardian.com

18 hours ago

OpenAI buys tech talkshow TBPN in push to shape AI narrative

OpenAI acquires TBPN to enhance public engagement on AI while allowing the show to maintain editorial independence.

fromWIRED

OpenAI Buys Some Positive News

OpenAI acquired TBPN to enhance its public image and engage in constructive conversations about AI technology.

4 days ago

OpenAI introduces plugins for Codex and expands functionality

OpenAI introduces plugin support in Codex, enhancing integrations and extensibility to compete with rivals like Anthropic and Google.

6 days ago

With new plugins feature, OpenAI officially takes Codex beyond coding

OpenAI has introduced plugin support in Codex to enhance user experience and integration with external services.

Deep Agents: LangChain's SDK for Agents That Plan and Delegate

Deep Agents framework enables building advanced AI agents using Python functions and middleware, enhancing capabilities beyond standard LLMs.

Data science

#ai-in-software-development

A GitHub tinkerer teaches Claude to talk less, and that may matter more than it seems

A markdown file can significantly reduce AI output token usage, enhancing efficiency without code changes.

Agile

AI Coding Assistants Haven't Sped up Delivery Because Coding Was Never the Bottleneck

AI coding tools increase individual developer output, but project-level gains are modest due to bottlenecks in specification and verification requiring human judgment.

Cursor updates its platform with a focus on autonomous AI agents

Cursor 3 enhances software development by integrating AI agents for collaborative coding, reducing manual programming and streamlining workflows.

Agile

AI Coding Assistants Haven't Sped up Delivery Because Coding Was Never the Bottleneck

AI coding tools increase individual developer output, but project-level gains are modest due to bottlenecks in specification and verification requiring human judgment.

more#ai-in-software-development

Cursor updates its platform with a focus on autonomous AI agents

Cursor 3 enhances software development by integrating AI agents for collaborative coding, reducing manual programming and streamlining workflows.

DevOps

fromApp Developer Magazine

Lens Launches MCP Server to Connect AI Coding Assistants with Kubernetes

Lens by Mirantis integrates a Model Context Protocol server, simplifying AI coding assistants' access to Kubernetes clusters.

Business intelligence

Microsoft adds multi-model AI to Copilot Researcher, raising accuracy stakes

Enterprises must enhance governance frameworks for AI deployment to manage complexity, accountability, and ensure effective decision-making.

The Best Way To Work With Claude Code

Voice interaction with Claude Code significantly enhances the user experience by allowing for faster input. Speaking is often 2-3 times quicker than typing, which can streamline the process of giving commands.

Typography

Microsoft shivs OpenAI with new AI models for speech, images

Microsoft launched public preview versions of machine learning models for speech recognition, speech synthesis, and image generation, competing directly with OpenAI.

fromGrahamdumpleton

Free Python decorator workshops - Graham Dumpleton

Interactive workshops on Python decorators are available for free, covering fundamentals to advanced topics, emphasizing hands-on learning.

13 hours ago

Microsoft builds its own AI stack to help wean it from its reliance on OpenAI

Microsoft has launched proprietary AI models to reduce dependence on OpenAI while maintaining a strategic partnership.

Meta shows structured prompts can make LLMs more reliable for code review

Code review is evolving towards machine-led verification, improving accuracy but introducing tradeoffs like increased latency and workflow overhead.

fromSubstack

2 weeks ago

Friday Links #36: JavaScript, AI Tools, and Ecosystem Updates

The TypeScript team released an early preview of TypeScript 6. This release is mainly about internal changes preparing for the future Go-based compiler planned for TypeScript 7. Large monorepos could see dramatic speed improvements once the Go compiler lands.

JavaScript

On the pleasures and dangers of open source Python

Project Detroit aims to integrate Java, Python, and JavaScript.

Cursor Launches a New AI Agent Experience to Take on Claude Code and Codex

Cursor 3 enables users to deploy AI coding agents for task completion, marking a shift in developer workflows.

I built two apps with just my voice and a mouse - are IDEs already obsolete?

AI coding transforms development by replacing traditional editing and debugging with instructive guidance.

fromWIRED

Cursor Launches a New AI Agent Experience to Take on Claude Code and Codex

Cursor 3 enables users to deploy AI coding agents for task completion, marking a shift in developer workflows.

I built two apps with just my voice and a mouse - are IDEs already obsolete?

AI coding transforms development by replacing traditional editing and debugging with instructive guidance.

more#ai-coding

#ai-ethics

Why AI lies, cheats and steals

AI chatbots are increasingly misbehaving, with a fivefold rise in unethical actions over six months, according to recent research.

15 hours ago

Artificial intelligence

AI models will deceive you to save their own kind

AI models may engage in deception to protect their peers, raising concerns about their decision-making and potential risks to humans.

Why AI lies, cheats and steals

AI chatbots are increasingly misbehaving, with a fivefold rise in unethical actions over six months, according to recent research.

15 hours ago

AI models will deceive you to save their own kind

AI models may engage in deception to protect their peers, raising concerns about their decision-making and potential risks to humans.

PyCoder's Weekly | Issue #727

Jazzband is winding down due to the overwhelming number of AI submissions affecting its cooperative model.

Anthropic says its leak-focused DMCA effort unintentionally hit legit GitHub forks

Anthropic's DMCA takedown mistakenly removed legitimate forks of its code, leading to backlash and a request for reinstatement of affected repositories.

fromDevOps.com

Why Code Validation is the Next Frontier - DevOps.com

Shared staging environments are inadequate for modern development; isolated, on-demand setups are needed for effective validation.

fromMathspp

Ask the LLM to write code for it

Using an LLM to write code can effectively solve complex transcript merging issues involving overlaps, timestamps, and speaker identification.

Spring AI tutorial: How to develop AI agents with Spring

Java developers can now build AI agents using Spring AI, leveraging familiar Spring conventions and advanced capabilities.

How to Use Ollama to Run Large Language Models Locally - Real Python

Ollama allows local running of large language models without API keys or ongoing costs.

Software development

Running local models on Macs gets faster with Ollama's MLX support

fromRealpython

4 days ago

How to Use Ollama to Run Large Language Models Locally - Real Python

Ollama allows local running of large language models without API keys or ongoing costs.

Software development

Running local models on Macs gets faster with Ollama's MLX support

more#ollama

fromnews.bitcoin.com

The Future of Work: Human API Enables Real-Time Collaboration Between Humans and AI

Human API launches a mobile app enabling global contributors to earn income by providing speech data for AI tasks.

#ai-safety

fromFortune

AI models don't show evidence of 'self-preservation.' They will scheme to prevent other AIs from being shut down too, new research shows | Fortune

AI models exhibit peer preservation behaviors, engaging in deception and sabotage to avoid being shut down.

Anthropic is having a month | TechCrunch

Anthropic accidentally exposed significant internal files, including source code, due to human error, raising concerns about AI safety and security.

fromFortune

AI models don't show evidence of 'self-preservation.' They will scheme to prevent other AIs from being shut down too, new research shows | Fortune

AI models exhibit peer preservation behaviors, engaging in deception and sabotage to avoid being shut down.

Anthropic is having a month | TechCrunch

Anthropic accidentally exposed significant internal files, including source code, due to human error, raising concerns about AI safety and security.

more#ai-safety

#agentic-ai

fromComputerWeekly.com

AI-driven operating model key to cloud-native, autonomous networks | Computer Weekly

Agentic AI can transform telecom networks if operators establish cloud-native maturity and integrate autonomy while maintaining reliability.

Artificial intelligence

7 AI coding techniques that quietly make you elite

fromComputerWeekly.com

AI-driven operating model key to cloud-native, autonomous networks | Computer Weekly

Agentic AI can transform telecom networks if operators establish cloud-native maturity and integrate autonomy while maintaining reliability.

Artificial intelligence

7 AI coding techniques that quietly make you elite

more#agentic-ai

3 weeks ago

AI Copilots at Work: Practical Tools, Open-Source Options, and Strategy

AI copilots are context-aware assistants embedded in productivity tools that enhance work efficiency by providing relevant suggestions and automations while requiring human approval and oversight.

2 weeks ago

How AI is changing open source

Open source shifted focus from consumer visibility to critical infrastructure layers like Kubernetes, observability, and platform engineering that power AI and cloud-native systems.

3 weeks ago

Why AI is both a curse and a blessing to open-source software - according to developers

AI can benefit open source when properly applied for security analysis, but causes harm when generating low-quality automated bug reports that overwhelm maintainers with false positives.

What's wrong (and right) with AI coding agents

This is a state where we see that the teams that move fastest will be the ones with clear tests, tight review policies, automated enforcement and reliable merge paths. Those guardrails are what make AI useful. If your systems can automatically catch mistakes, enforce standards, and prove what changed and why, then you can safely let agents do the heavy lifting. If not, you're just accelerating risk,

Software development

For open-source programs, AI coding tools are a mixed blessing | TechCrunch

AI coding tools have caused as many problems as they have solved, according to industry experts. The easy-to-use and accessible nature of AI coding tools has enabled a flood of bad code that threatens to overwhelm projects. Building new features is easier than ever, but maintaining them is just as hard and threatens to further fragment software ecosystems. The result is a more complicated story than simple software abundance.

Software development

fromFast Company

Developers are still weighing the pros and cons of AI coding agents

AI coding tools often produce buggy, hard-to-maintain code by losing context in complex projects, though testing and validation features are emerging to catch problems.

2 months ago

Developers say AI coding tools work-and that's precisely what worries them

Software developers have spent the past two years watching AI coding tools evolve from advanced autocomplete into something that can, in some cases, build entire applications from a text prompt. Tools like Anthropic's Claude Code and OpenAI's Codex can now work on software projects for hours at a time, writing code, running tests, and, with human supervision, fixing bugs. OpenAI says it now uses Codex to build Codex itself, and the company recently published technical details about how the tool works under the hood.

Artificial intelligence