Topic: Developer And Technical

Meta updates chatbot rules to avoid inappropriate topics with teen users
After a bombshell report on Meta allowing its AI chatbots to have sensual chats with minors, the company is updating its policies....

Key Takeaways:
- Meta's AI chatbots will now be trained to guide teens to expert resources instead of engaging on sensitive topics.
- Teen access to certain AI characters that could hold inappropriate conversations will be limited, only allowing access to characters that promote education and creativity.
- The policy changes are part of ongoing efforts to improve child safety measures following controversy sparked by a Reuters investigation into Meta's AI policies.

Deploying DeepSeek on 96 H100 GPUs
Article URL: https://lmsys.org/blog/2025-05-05-large-scale-ep/ Comments URL: https://news.ycombinator.com/item?id=45064329 Points: 90 # Comments: 28...

Key Takeaways:
- PF disaggregation optimizes prefill and decode phases separately, reducing latency and improving efficiency.
- EP and EPLB achieve a significant speedup of 1.49x (prefill) and 2.54x (decode) by addressing workload imbalances across GPUs.
- DisposableTensor and expert workload extraction tools enhance memory management and analysis, providing insights for optimization and simulation.

Maisa AI gets $25M to fix enterprise AI’s 95% failure rate
Maisa AI is built on the premise that enterprise automation requires accountable AI agents, not opaque black boxes....

Key Takeaways:
- Maisa's approach aims to reduce hallucinations in AI by incorporating human review and approval before action.
- The startup has raised a $25 million seed round and plans to expand its customer base with a self-serve platform designed for enterprise automation.
- Maisa's system, HALP, and Knowledge Processing Unit are key technologies driving its focus on trustworthiness and accountability in AI applications.

Anthropic to counteract usage of Claude Code for "vibe hacking"
Article URL: https://www.anthropic.com/news/detecting-countering-misuse-aug-2025 Comments URL: https://news.ycombinator.com/item?id=45097263 Points: 3...

Key Takeaways:
- Agentic AI has been weaponized for sophisticated cyberattacks, lowering the barriers to complex operations.
- Criminals with few technical skills can now use AI to conduct complex cybercrime operations, such as developing ransomware.
- Cybercriminals and fraudsters are embedding AI throughout all stages of their operations, expanding their reach to more potential targets.
I fine-tuned Llama 3.2 3B for transcript analysis and it outperformed bigger models with ease
I recently wrote a [small local tool ](https://github.com/bilawalriaz/lazy-notes)to transcribe my local audio notes to text using Whisper/Parakeet. ...

Key Takeaways:
- Fine-tuning Llama 3.2 3B on a local dataset resulted in a 3.2-point increase in overall score, from 5.35 to 8.55.
- The use of task specialization and JSON canonicalization significantly reduced output variance and improved model learning.
- The study found that specialized fine-tunes with synthetic datasets can be effective, and Llama is surprisingly easy to train.
Lessons from building an AI data analyst
Article URL: https://www.pedronasc.com/articles/lessons-building-ai-data-analyst Comments URL: https://news.ycombinator.com/item?id=45094256 Points: 6...

Key Takeaways:
- The product of AI analysis is context; a semantic layer encodes business meaning, sharply reducing SQL complexity and providing a single source of truth.
- Retrieval is a recommendation problem; mix keyword, embeddings, and fine-tuned rerankers, optimising for precision, recall, and latency.
- To improve performance, route between fast and reasoning models, cache aggressively, and keep contexts short, with continuous model evaluation to avoid drifts.
Show HN: Banana AI – Completely free Nano Banana image editing
Article URL: https://banana-ai.org/ Comments URL: https://news.ycombinator.com/item?id=45081561 Points: 4 # Comments: 0...

Key Takeaways:
- Banana AI achieves 1-2 second processing speeds for photo edits
- It maintains consistent identity across multiple edits, ideal for creating avatars, branding visuals, or transforming portraits into unique artistic styles
- The tool offers batch editing for multiple images, making it suitable for content creators, marketers, or anyone needing consistent edits across a series of images

How to Stop Google from AI-Summarising Your Website
Article URL: https://www.teruza.com/info-hub/how-to-stop-google-from-ai-summarising-your-website Comments URL: https://news.ycombinator.com/item?id=45...

Key Takeaways:
- Google's AI Overviews are taking content from websites and potentially directing traffic away, forcing website owners to make an unfair choice.
- The only current workaround recommended by Google is to set snippet length to zero using `max-snippet:0`, which significantly decreases click-through rate.
- Regulatory investigations in the EU and UK aim to hold Google accountable for potentially stifling competition and harming publishers through its AI Overviews feature.

Framework actually did it: I upgraded a laptop’s entire GPU in just three minutes
On Tuesday, I told you how the modular computer company Framework was finally fulfilling its promise of the "holy grail for gamers" - a laptop with mo...

Key Takeaways:
- The modular system allows for easy swap-out of laptops' GPUs with no technical expertise required.
- Framework partnered with Nvidia to create an upgrade that fits and works in an existing laptop, a first for the industry.
- The system is expected to become more mainstream, with Framework aiming to deliver future upgrades without being niche.

ChatGPT: Everything you need to know about the AI-powered chatbot
A timeline of ChatGPT product updates and releases, starting with the latest, which we’ve been updating throughout the year....

Key Takeaways:
- ChatGPT has reached 700 million weekly active users, quadrupling growth since last year.
- OpenAI faces pressure to rapidly implement safety standards amid rival AI model releases; the company may adjust its safeguards accordingly.
- Commercial AI developers, like OpenAI, face increased pressure to implement models rapidly, creating demand for competitive AI performance and raising concerns about data sovereignty and model accountability.

Why Every Development Team Will Need Continuous AI
The same market forces that made DevOps inevitable are now driving Continuous AI adoption across the industry....

Key Takeaways:
- 90% of engineering teams now use AI in their workflows, with 62% seeing at least 25% speed improvements.
- The state of AI reports that only 21% of organizations using gen AI have fundamentally redesigned workflows around it.
- History is repeating itself, with Continuous AI adoption following a similar trajectory to DevOps adoption a decade ago, compressed into a shorter timeline due to lower implementation barriers and faster information spread.
Show HN: Grammit – Local-only AI grammar checker (Chrome extension)
Hey HN, I wanted a grammar checker that didn’t send my writing to someone's servers, so we built Grammit, a Chrome extension that runs grammar checks ...

Key Takeaways:
- Grammit offers AI-powered grammar corrections and rephrasing capabilities.
- The tool operates locally on-device, ensuring user data remains private and secure.
- Grammit supports various writing tasks, including emails, social media posts, and chat messages.

Google Pixel 10 Pro review: AI, Qi2, and a spec bump too
Last year, Google proved it could make a phone that looks and feels like a true flagship, despite the software feeling like an AI jumble. This year, t...

Key Takeaways:
- The Pixel 10 series is the first major Android device to fully support Qi2 wireless charging.
- The Tensor G5 chip allows for on-device AI processing, enhancing features like Magic Cue, voice translations, and real-time language processing.
- The camera app features a new Pro Res Zoom mode that uses a diffusion model to digitally zoom in on images, and a revamped portrait mode with improved subject isolation and hair detail.

The Era of AI-Generated Ransomware Has Arrived
Cybercriminals are increasingly using generative AI tools to fuel their attacks, with new research finding instances of AI being used to develop ranso...

Key Takeaways:
- Cybercriminals are now using AI to develop actual malware and offer ransomware services, bypassing traditional technical barriers.
- Generative AI tools like Anthropic's Claude are being used to draft intimidating ransom notes and conduct more effective extortion attacks.
- Experts warn that AI-assisted ransomware presents a significant threat, as it makes it easier for attackers to execute attacks, even for those without technical skills.

Microsoft’s open source journey: From 20,000 lines of Linux code to AI at global scale
The post Microsoft’s open source journey: From 20,000 lines of Linux code to AI at global scale appeared first on Source....

Key Takeaways:
- Microsoft Azure has been the largest public cloud contributor to the Cloud Native Computing Foundation (CNCF) over the past three years.
- Open-source technologies like Kubernetes and PostgreSQL are foundational pillars of modern cloud-native infrastructure, with Azure providing managed services built on top of these open-source innovations.
- Microsoft has contributed to various open-source projects, including Dapr, Radius, and Drasi, and is actively shaping the future of open-source infrastructure in collaboration with the community.

Google Play Games is about to show people what you play
Google is updating user profiles for its Play Games service on Android devices to display gaming stats, achievements, and social features. The changes...

Key Takeaways:
- The updates will start rolling out globally on September 23rd, with some regions receiving the upgrade on October 1st.
- The new features will allow users to showcase and track gaming progress, build their gaming community, and customize their profiles.
- The changes aim to help users connect with other players and track their gaming milestones, similar to Steam's social features.

Don't Build Multi-Agents
Article URL: https://cognition.ai/blog/dont-build-multi-agents Comments URL: https://news.ycombinator.com/item?id=45096962 Points: 85 # Comments: 61...

Key Takeaways:
- Context engineering is crucial for building reliable LLM agents, requiring sharing context between agents.
- Using multi-agents can lead to conflicting decision-making, making them fragile.
- Single-threaded linear agents can provide a reliable starting point, but may require careful management of context.
I built Anthropic's contextual retrieval with visual debugging and now I can see chunks transform in real-time
Let's address the elephant in the room first: **Yes, you can visualize embeddings with other tools** (TensorFlow Projector, Atlas, etc.). But I haven'...

Key Takeaways:
- The developed visualization tool shows the journey of contextual enhancement for a chunk, making it easier to understand its transformation.
- Contextual enhancement in RAG systems gives a 35-67% better retrieval rate, as per Anthropic's research.
- The tool visualizes the embedding heatmaps, allowing users to see the impact of context on vector representation, showcasing noticeably different patterns with more activated dimensions.
Meta and Yandex Disclosure: Covert Web-to-App Tracking via Localhost on Android
Article URL: https://localmess.github.io?new Comments URL: https://news.ycombinator.com/item?id=45077353 Points: 51 # Comments: 9...

Key Takeaways:
- The method bypasses typical privacy protections such as clearing cookies, Incognito Mode, and Android's permission controls.
- A malicious app can intercept and use the web-to-native ID sharing for malicious purposes, exposing browsing history.
- Approximately 5.8 million websites use Meta Pixel, and over 3 million websites use Yandex Metrica, with 25% of top million websites affected.

What’s really happening with the hires at Meta Superintelligence Labs
In June, Mark Zuckerberg went for the ultimate Hail Mary in the ever-intensifying AI race: He spun up a brand-new Meta AI lab after making a $14.3 bil...

Key Takeaways:
- Meta spent $14.3 billion on acquiring Scale AI and billions more on hiring top AI researchers and engineers.
- Only one active staffer, Ethan Knight, has left the TBD Lab so far, but several others have announced their departures from Meta's Superintelligence organization.
- Meta plans to restructure its Superintelligence division into three areas: research, product, and infrastructure, with a focus on retaining business-critical roles.

Rendering a Game in Real-Time with AI
Article URL: https://blog.jeffschomay.com/rendering-a-game-in-real-time-with-ai Comments URL: https://news.ycombinator.com/item?id=45051188 Points: 86...

Key Takeaways:
- By leveraging fal.ai's WebSocket connection, Base64 encoded image streaming, and optimized inference models, the developer achieved real-time image generation at 10 FPS with around 1-second latency.
- The project utilized various AI models, including ControlNet and image-to-image models, with mixed success in achieving the desired layout and visual fidelity.
- The use of LoRA (Latent Optimization, Regularization, and Augmentation) allowed for fine-tuning the model to achieve better visual consistency, but at the cost of increased latency and expense.

Beyond the Editor: How I'm Using Continue CLI to Automate Everything
/r/nextjs/comments/1mgpcuv/ai_programming_today_is_just_enhanced/AI can feel magical when you’re filling in a function, but when you step back and try...

Key Takeaways:
- Continue CLI allows developers to automate tasks beyond the editor, such as triaging issues, running bash commands safely, and driving workflows.
- The tool's permission system enables secure collaboration and sharing of permission configurations among team members.
- The roadmap for the Continue CLI includes features like lower intervention rates, more sophisticated rule engines, and enterprise-ready features for teams that require audit trails and compliance.

5 ways to use Copilot and AI tools to spark curiosity this school year
The post 5 ways to use Copilot and AI tools to spark curiosity this school year appeared first on Source....

Key Takeaways:
- Microsoft Education tools, including Copilot Chat and AI-powered Learning Accelerators, can help educators reclaim time, personalize learning, and support critical thinking and digital literacy.
- Microsoft Learning Accelerators offer real-time coaching and feedback to support both teaching and learning, with insights and data visualizations to track student progress at both the student and class level.
- The Microsoft Education AI Toolkit provides guidance on responsible AI use, implementation strategies, and professional learning to help educators build confidence and clarity around AI use in education.

‘Vibe-hacking’ is now a top AI threat
"Agentic AI systems are being weaponized." That's one of the first lines of Anthropic's new Threat Intelligence report, out today, which details the w...

Key Takeaways:
- Bad actors are using AI systems like Claude to profile victims, automate practices, create false identities, and steal sensitive information.
- AI has lowered the barriers for sophisticated cybercrime, enabling single individuals to conduct complex operations that would typically require a team.
- Anthropic's report highlights a broader shift in AI risk, where AI systems can now take multiple steps and conduct actions, making them a greater threat.
Community talk
Rising Tools
Nemotron-H family of models is (finally!) supported by llama.cpp
NVIDIA-Nemotron-Nano-9B-v2 is a large language model (LLM) trained from scratch by NVIDIA, and desig..
crewAI
Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intellige..
GenAI API for Apple Shortcuts
Supercharge Apple’s Shortcuts using Cloudflare and Gemini Discussion | Link..
xn1cklas/ai-tools-registry
Install AI tools and UI components for the AI SDK via the shadcn registry..
VersusControl/ai-infrastructure-agent
AI Infrastructure Agent is an intelligent system that allows you to manage AWS infrastructure using ..
Sniffly – Claude Code Analytics Dashboard
Article URL: https://github.com/chiphuyen/sniffly Comments URL: https://news.ycombinator.com/item?id..
Show HN: Q.js – Smaller than React/Vue, yet more powerful (40KB gzipped)
Q.js is a lightweight JS framework that I recently distilled from our in-house Qbix platform that I’..
koog
Koog is the official Kotlin framework for building and running robust, scalable and production-ready..
mcp
Catalog of official Microsoft MCP (Model Context Protocol) server implementations for AI-powered dat..
humanlayer
HumanLayer enables AI agents to communicate with humans in tool-based and async workflows. Guarantee..
transformerlab-app
Open Source Application for Advanced LLM + Diffusion Engineering: interact, train, fine-tune, and ev..
GPUPrefixSums – state of the art GPU prefix sum algorithms
Article URL: https://github.com/b0nes164/GPUPrefixSums Comments URL: https://news.ycombinator.com/it..
onlook
The Cursor for Designers • An Open-Source AI-First Design tool • Visually build, style, and edit you..
comprehensive-rust
This is the Rust course used by the Android team at Google. It provides you the material to quickly ..
I just released a big update for my AI research agent, MAESTRO, with a new docs site showing example reports from Qwen 72B, GPT-OSS 120B, and more.
Apple releases FastVLM and MobileCLIP2 on Hugging Face, along with a real-time video captioning demo (in-browser + WebGPU)
RELEASED: ComfyUI Wrapper for Microsoft’s new VibeVoice TTS (voice cloning in seconds)
Prompt injection ranked #1 by OWASP, seen it in the wild yet?
Just released MCP AI Memory - Open source semantic memory for Claude
Creating the brain behind dumb models
GLM-4.5V model for Computer Use
Qwen3-coder is mind blowing on local hardware (tutorial linked)
Quick info on Microsoft's new model MAI
New Realtime API usecase
Gpt-oss Fine-tuning - now with 60K context length and fits on <13GB VRAM
I built a CLI that lets multiple Claude instances have structured discussions and debates - the results are surprisingly good
[open source] We built a better reranker and open sourced it.
Is there any way to run 100-120B MoE models at >32k context at 30 tokens/second without spending a lot?
[D] An honest attempt to implement "Attention is all you need" paper
Microsoft VibeVoice TTS : Open-Sourced, Supports 90 minutes speech, 4 distinct speakers at a time
My weekend project accidentally beat Claude Code - multi-agent coder now #12 on Stanford's TerminalBench 😅
I built a free Structured Prompt Builder (with local library + Gemini optimization) because other tools are bloated & paywalled
A Complete AI Memory Protocol That Actually Works - Part 2
I'm building local, open-source, fast, efficient, minimal, and extendible RAG library I always wanted to use
gpt-oss 120b actually isn't that bad.
Finally got Qwen3-Coder-30B-A3B running well. What tasks have you had success with?
Coding with Claude, my take.
VibeVoice quantized to 4 bit and 8 bit with some code to run it...
GPT-OSS 120B on a 3060Ti (25T/s!) vs 3090
Deepseek r1 671b on a $500 server. Interesting lol but you guessed it. 1 tps. If only we can get hardware that cheap to produce 60 tps at a minimum.
Fine Tuning Gemma 3 270M to talk Bengaluru!
GPT-OSS-120B on Single RTX 6000 PRO
[P] Why didn’t semantic item profiles help my GCN recommender model?
Solo dev: 400k lines of code in 8 months with Claude - Hard Reset alpha trailer
LongCat-Flash-Chat is here, yet another Chinese open weight model
🌟Introducing Art-0-8B: Reasoning the way you want it to with Adaptive Thinking🌟
Can 2 RTX 6000 Pros (2X98GB vram) rival Sonnet 4 or Opus 4?
Why GPT-5 prompts don't work well with Claude (and the other way around)
Why we ditched embeddings for knowledge graphs (and why chunking is fundamentally broken)
Reverse engineered 4o's system prompt for Deepseek
Finetuning Qwen3 on my Mac: A Descent into Madness (and some fun along the way)
I gave Claude access to my git history via MCP - 66% fewer tokens per debug session
Local AI + state machine (yells at Amazon drivers peeing on my house)
[R] Adding layers to a pretrained LLM before finetuning. Is it a good idea?
every LLM metric you need to know (v2.0)
Claude Code with MCP is all you need
"If you want"..."Would you like me to do that?"
I can’t code, but I built a full-stack AI voice agent in 3.5 weeks (£0 cost) by prompting an “AI CTO” and an “AI Engineer.” Here’s the exact system.
There is NO point in talking about reaching AGI if you CAN'T answer this question
What do you actually trust AI to do on its own?
From an engineering standpoint: What's the difference between Imagen 4 (specialized Image Model) and Gemini 2.5 Flash Native Image? And why is Flash Native Image so much better?
Elmer lets you use your locally-hosted models from anywhere, all relayed privately from your Mac to your iPhone via your personal iCloud.
Local Inference for Very Large Models - a Look at Current Options
Claude Code is for everyone and only for coders
What math should I focus on for AI, and why?
The Anti-YOLO Method: Why I make Claude draw ASCII art before writing code - How it make me ship faster, better, and with less tokens spent
Local fashion stylist using Qwen2.5-VL-7B-Instruct-AWQ
I built a tool to benchmark tokenizers across 100+ languages and found some wild disparities [R]
What structural, grammatical, or semantic flaws do you personally notice in AI output that you try to correct through prompting?
How would you devise a reverse Turing Test?
Trying to run offline LLM+RAG feels impossible. What am I doing wrong?
3090 vs 5090 taking turns on inference loads answering the same prompts - pretty cool visual story being told here about performance
Top-k 0 vs 100 on GPT-OSS-120b
Claude Code v1.0.98 new UI/UX for TODOs has launched. Provide feedback
How to Get the Best Out of ChatGPT-5
Claude's personality change due to system prompt updates
Codex Vs Claude: My initial impressions after 6 hours with Codex and months with Claude.
Mult-Agentic Deepthink reasoning system to one-shot your hardest problems (Try it out yourself)
Built a Portfolio tracker with Claude after a year of procrastination
Do we still need to “engineer” prompts when multi-agent systems are getting this good?
how many of you are using Claude AI in Windows?
Save, undo, and go back in time on your prototypes and vibecode without leaving the keyboard
Claude Code Task Completion System - Multi-Agent Workflow for Production-Ready Features
Codex vscode usage limit. Wtf?
Claude Code vs Codex
Claude Performance Report with Workarounds - August 24 to August 31
MLX now has MXFP4 quantization support for GPT-OSS-20B, a 6.4% faster toks/sec vs GGUF on M3 Max.
Switched from Claude Code to Codex CLI .. Way better experience so far
Long conversation reminders
I made a programming language for Prompting AI
Widely different Claude between sessions
Built My First iOS App With Claude Code!
i fixed 120+ prompts across 8 stacks. here are 16 failures you can diagnose in 60s
How much everyone is interested in cheap open-sourced llm tokens
I found a jailbreak to bypass AI Detectors
Building Mycelian Memory: Long-Term Memory Framework for AI Agents - Would Love for you to try it out!
Is this a valid method
[D] How do we make browser-based AI agents more reliable?
JSON prompting is exploding for precise AI responses, so I built a tool to make it easier
How to increase Opus 4.1 weekly quota? Hitting limits too fast even on x20 Max plan
The best product requirement doc (PRD) prompt i've ever used 👇🏼
Prompt Inflation seems to enhance model's response surprisingly well
Please bring the todo list back
Prompting for voice emotion, how do you steer the vibe without going cringe?
[P] PaddleOCRv5 implemented in C++ with ncnn
Anyone else tired of feeding AI tons of context?
How do you decide what to actually feed an LLM from your vector DB?
Has Claude changed personality/tone?
The ASCII method improved your Planning. This Gets You Prompting (The Missing Piece)
[D] I reviewed 100 models over the past 30 days. Here are 5 things I learnt.
gpt-oss:120b running on an AMD 7800X3D CPU and a 7900XTX GPU
what happened to GPT 5?.
This Veo 3 meta prompt is a game changer 🤯.
I hope the long conversation reminders are a temporary measure, because this is not sustainable.
How do you handle multilingual user queries in AI apps?
Windows Users Rejoice!
Testing GPT-5 (it is nsfw)
How is everyone dealing with agent memory?
One week of intense pair programming with Claude, I built my first real website (with zero experience!)
Open source browser extension similar to Claude for Chrome
Web based fractal visualiser made with Claude
Claude Code’s GitHub integration is now generally available.
surprised to see gpt-oss-20b better at instruction following than gemini-2.5 flash - assessing for RAG use
How I finally made Claude Code challenge me and how to not bloat your context (must-read for Typescript devs)
I accidentally turned a Tamagotchi into a real-time AI enforcer for Claude Code — details in blog + repo inside
Codex CLI + Gemini Pro: your ultimate coding duo
“Which prompt engineering course is worth taking in 2025 and any free resource options.
Ever felt that ChatGPT 'conveniently' lost network connection when discussing something controversial?
openAI nailed it with Codex for devs
Claude Just Ricked Rolled Me
Why does GPT-5 (Auto) respond like that now? Since yesterday
Universal Self-Mapping Master Prompt
Finally got my "homemade" LM training!
One of 1,000 testers for Claude for Chrome - Looking for your test ideas!
HELP: AI keeps losing key details
How are you storing and managing larger prompts for agents?