Vibe Coding 12
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Built PermitFlow Because
The Problem
If you're using AI coding assistants like Cursor, Windsurf, or Claude Code, you've probably seen this:
cursor --dangerously-skip-permissions
Battle Between RAG
Introduction
Large Language Models arrive with a fundamental limitation known as the knowledge cutoff. They are experts on the world as it existed during their training phase but they are completely blind to your private data or events that happened this morning. Whether it is
GitHub Copilot open
If you work in software development, youβve probably had this moment.
You install GitHub Copilot. You see it autocomplete entire functions. You watch it generate tests in seconds. You notice it feels deeply embedded in GitHubβs ecosystem. And then the question hits you:
Is
Agentic Coding Non-Vibe
Coding Assistants Compared:
The "AI Coding War" of 2026 is no longer about who can complete a for loop. Weβve moved past simple autocomplete into the era of Agentic IDEs, tools that don't just suggest code but understand your entire architecture, execute terminal commands, and refactor across dozens of file
GitHub Copilot Cursor
Two weeks. Three tools. One Next.js codebase I actually ship to users.
I'll be upfront: I went in expecting Cursor to win. I've been using it for about eight months and it became my default IDE somewhere around last summer. But my company started rolling out GitHub Copilot Enterprise lice
Scanned Cursor Rules
Show HN: Codebase-md
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people debugging multi-agent
Code Quality Age
Assistants et Agents IA 46
Geminiβs task automation
A couple of weeks ago, Google and Samsung announced a big Gemini development coming to their newest devices: task automation. Starting with food delivery and rideshare apps, Gemini would be able to use certain apps on your behalf in a virtual window to take care of things like ordering dinner or get
Retraction: After routine
This story has been retracted
Perplexity’s Personal Computer
Perplexity wants to be more than just an answer engine. On Wednesday, it launched Personal Computer, a new AI agent tool that can turn a spare Mac into a locally run AI system, pitching it as "a digital proxy for you." Personal Computer will run 24/7 on a dedicated device on your local network, have
Claude Code costs
The artificial intelligence coding revolution comes with a catch: it's expensive.
Claude Code, Anthropic's terminal-based AI agent that can write, debug, and deploy code autonomously, has captured the imagination of software dev
Salesforce rolls out
Salesforce on Tuesday launched an entirely rebuilt version of Slackbot, the company's workplace assistant, transforming it from a simple notification tool into what e
Anthropic launches Cowork,
Anthropic released Cowork on Monday, a new AI agent capability that extends the power of its wildly successful Claude Code tool to non-techni
Bumble introduces dating
Bumble's new AI assistant Bee will move the dating app beyond the swipe by matching people based on compatibility and goals.
Gumloop lands $50M
As companies race to adopt AI, Benchmark general partner Everett Randle believes the key to success lies in empowering every worker with AI superpowers, and Gumloopβs intuitive agent builder is an example of the kind of tool that will unlock that potential.
Zendesk acquires agentic
Forethought was years ahead of its time and the 2018 winner of TechCrunch Battlefield.
GPT-5.4: Native Computer
OpenAI's GPT-5.4, released March 5, 2026, is the first general-purpose model with native computer-use built in β and it matches or exceeds professionals in 83% of real-work comparisons, up from 70.9% just one model generation ago.
Key Takeaways
- GPT-5.4 is the fir
GPT-5.4 Here, Cursor
It's mid-March 2026, and I genuinely had to close 12 browser tabs just to write this. The AI space is moving at a pace that feels physically unreasonable. So let me save you some time and break down what actually matters this week.
π GPT-5.4 Just Dropped β And It's a
NVIDIA Nemotron Super
Launched today, NVIDIA Nemotron 3 Super is a 120βbillionβparameter open model with 12 billion active parameters designed to run complex agentic AI systems at scale.Β Available now, the model combines advanced reasoning capabilities to efficiently complete tasks with high accuracy for autonomous agen
Show HN: AgentSecrets
Show HN: agent
Rise Autonomous Security:
The Paradigm Shift in Cybersecurity
For decades, cybersecurity has operated on a fundamentally reactive model. Security teams deploy tools, write rules, monitor alerts, and respond to incidents β often hours or days after an initial compromise. The math has never been in the d
OpenClaw Hit 68,000
OpenClaw just surpassed React to become the most-starred project on GitHub β 68,000 stars in weeks. If you haven't seen it, the premise is simple: give AI agents full browser control. Click, fill, navigate, extract. Autonomous. No human in the loop.
The adoption curve is vertical. Develop
but every single one of them assumes the same thing: that your agents can already reach each other over http.
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Missing Layer Agent
MCP vs A2A vs ACP vs ANP. The Register called it "alphabet soup." Dev.to is flooded with comparison posts. Everyone has an opinion on which application protocol will win.
But every single one of them assumes the same thing: that your agents can already reach each other over HTTP.
11x Faster Agents:
Revolutionizing AI Automation: 11x Faster, 9x Cheaper β A 2026 Breakthrough for Kingdom Businesses
In the rapidly evolving landscape of 2026, Christian entrepreneurs are constantly seeking new ways to amplify their impact, serve their communities more effectively, and steward
Add Visual Verification
How to Add Visual Verification to Your Cursor Agent Workflows with PageBolt
Cursor's Browser Tools MCP is built in. Your AI agents can automate browsers natively β fill forms, click buttons, navigate pages. They run autonomously.
You have zero visibility into what actu
Today launched Vinkius.
Let me tell you why. When I discovered Anthropic's MCP protocol, I became obsessed. The promise was huge: any AI assistant β Claude, Cursor, ChatGPT β could talk directly to external systems. CRMs, ERPs, databases, APIs. In natural language.
But there was a problem.
Building an MC
Set Spending Limit
A developer on r/cursor posted last week that they burned through $135 in a single week on AI agent costs. Another thread had someone at $300/month and climbing. The responses were a mix of commiseration and disbelief - and almost nobody had a solution beyond "check your usage page more often."
Built Production MCP
Every MCP starter on GitHub is a hello-world. I needed production features.
I spent the last few months building MCP servers for real projects - integrating with Cursor, Claude Desktop, VS Code - and every time I started from an open-source template, I'd spend days bolting on the same stu
Show HN: ClawDiary
multi-agent economics influence
Managing the economics of multi-agent AI now dictates the financial viability of modern business automation workflows. Organisations progressing past standard chat interfaces into multi-agent applications face two primary constraints. The first issue is the thinking tax; complex autonomous agents
Manulife moves agents
Large financial firms have spent years testing artificial intelligence in small projects, often limited to data analysis or customer support tools. The next phase appears to involve something more operational: systems that can take action in business workflows. Canadian insurer Manulife is moving
Agentic finance speeds
In finance, achieving operational automation by integrating agentic AI requires a data-centric foundation to drive real value. Financial infrastructure provider SEI has engaged IBM to modernise its internal operations via AI and automation. The joint initiative focuses on process redesign and tar
Mastercard brings agentic
Mastercard has completed its first live, authenticated agent-based payment transaction in Singapore, a milestone that advances autonomous AI commerce from proof of concept to everyday use. Announced on March 4, 2026, the transaction was carried out in partnership with DBS and UOB, two of Southeas
Show HN: jj-benchmark
Common Worflow Patterns
Show HN: SafeParse
Show HN: DarkMatter
Show HN: OpenVerb
Show HN: OpenEHR-CLI
Fast non-Chromium browser
Show HN: BoltzPay
agent becoming workforce.
Show HN: WaveGuard
What's future custom
Audio et Voix IA 1
Modeles et LLM 25
LLMs can unmask
Pseudonymity has never been perfect for preserving privacy. Soon it may be pointless.
Introducing Storage Buckets
Mixture Experts (MoEs)
Addressing LLM Benchmarking
The Obsolescence Crisis in LLM Benchmarking: A Critical Analysis
Mechanisms Driving Benchmarking Obsolescence
The rapid evolution of proprietary Large Language Models (LLMs) has introduced a critical challenge: the inherent obsolescence of benchmarking pape
this research investigates a critical security vulnerability in "ai judges"βlarge language models (llms) used as automated security gatekeepers to enforce safety policies. using an internal fuzzer named advjudge-zero, researchers demonstra" data-theme="Modeles et LLM">
Auditing Gatekeepers: Fuzzing
β οΈ Region Alert: UAE/Middle East
This research investigates a critical security vulnerability in "AI judges"βLarge Language Models (LLMs) used as automated security gatekeepers to enforce safety policies. Using an internal fuzzer named AdvJudge-Zero, researchers demonstra
in my previous article, claude code security: 500+ zero-days found, security st" data-theme="Modeles et LLM">
In my previous article, Claude Code Security: 500+ Zero-Days Found, Security St
Building Security Scanner
The Problem That Emerged from Previous Articles
Replaced LLM-Based Code
I ran the same code through an LLM-based security scanner 5 times. I got 5 different severity scores.
That was the moment I decided to throw away the LLM approach entirely and build a pure static analysis engine. Here's why β and what happened when I did.
The Problem:
Using Claude Code
I've been using Claude Code for a while now, and if you're a developer who has added it to your daily workflow, you probably know the feeling. It's genuinely good. It reads your codebase, runs commands, modifies files, and helps implement features right from your terminal without you having to co
NVIDIA GTC 2026:
Rolling coverage from San Jose, including NVIDIA CEO Jensen Huangβs keynote, news highlights, live demos and onβtheβground color through March 20.
Exploratory Data Analysis
Understanding default risk through statistical analysis of borrower and loan characteristics.
The post Exploratory Data Analysis for Credit Scoring with Python appeared first on β Lire l'article
Scaling Vector Search:
Navigating the performance cliff: How pairing MRL with int8 and binary quantization balances infrastructure costs with retrieval accuracy.
The post Scaling Vector Search: Comparing Quantization and Matryoshka Embeddings for 80% Cost Reduct
ScreenAI: visual language
Cappy: Outperforming boosting
Talk like graph:
Health-specific embedding tools
Social learning: Collaborative
Use 627+ Models
Cursor IDE is powerful, but it only supports a few built-in models. Here's how to unlock 627+ models β including GPT-5, Claude Opus 4.6, DeepSeek R1, Gemini 3, and more β through Crazyrouter.
Why Use Crazyrouter with Cursor?
- Access models Cursor doesn't natively
Show HN: Brf.it
Run Local LLMs
Show HN: Legal
GPU et Hardware 17
Trump gets data
With no enforcement and questionable economics, it may not make a difference.
OpenAI sidesteps Nvidia
OpenAI's new GPTβ5.3βCodexβSpark is 15 times faster at coding than its predecessor.
Railway secures $100
Railway, a San Francisco-based cloud platform that has quietly amassed two million developers without spending a dollar on marketing, announced Thursday that it raised $100 million in a Series B funding round, as surging demand for artificial intelligence applic
AMD, Broadcom, Nvidia
AMD, Broadcom, and Nvidia team up with Microsoft, Meta, and OpenAI to develop protocol-agnostic optical scale-up interconnects for AI clusters.
RTX 5090 gets
Phoronix tested Ubuntu 26.04 on an RTX 5090 and RTX 5080 and found that the new version performs up to 12% better on the 5090 compared to Ubuntu 25.10.
China firm Lisuan's
The G100 lineup from Lisuan Tech now has an official release date, with the LX G7106 being the gaming SKU with 12 GB of VRAM and a purported RTX 4060-like performance. The "LX" series of professional GPUs, likely using the G7105 silicon, were also revealed with three SKUs offering up to 24 GB of ECC
RTX 5060 Acer
This spring sale discount knocks the price of an Acer Nitro V15 gaming laptop, with a 10-core Intel CPU, RTX 5060, 16GB RAM, and a 1TB SSD, to just Β£799.99, one of the most affordable options with these specs available right now.
Before quantum computing
After selling his AI startup to AMD for $665 million, Peter Sarlin is back with QuTwo, a new venture building the infrastructure it believes enterprises will need when quantum computing finally arrives.
watch Jensen Huangβs
GTC β which stands for GPU Technology Conference β is Nvidia's flagship annual event, where the chipmaker typically uses the spotlight to announce new products, champion partnerships, and lay out its vision for the future of computing. Huang's keynote will focus on Nvidia's role in the future of com
GeForce NOW Raises
GeForce NOW is bringing the game to the Game Developers Conference (GDC), running this week in San Francisco. While developers build the future of gaming, GeForce NOW is delivering it to gamers. The latest updates bring smoother performance, easier game discovery and a fresh lineup of blockbuster ti
Open Models Spark
The Cat 306 CR mini-excavator weighs just under eight tons and fits inside a standard shipping container. Itβs the machine a contractor rents when the job site is tight: a utility trench near a foundation, a basement dig in a dense neighborhood. The cab is roughly the size of a phone booth. The oper
ABB: Physical simulation
A new ABB and NVIDIA partnership shows physical AI simulation is driving real ROI in factory automation and solving production hurdles. Manufacturers have often found it difficult to make intelligent robotics work reliably outside testing environments. The core issue is the gap between digital tr
Add per-repo output
Deepak Jain Host
Cluster Runtime: Reproducible
Startups et Financement 17
original AirTag cheapest
Despite the fact Apple released a new AirTag in January, the first-generation AirTag is still a top-notch tracker if youβre embedded in Appleβs ecosystem. And right now, itβs on sale for $13.91 ($15.09 off) at Walmart, which marks a new low price.Β If youβre an iPhone owner, the original AirTag stil
Facebook Marketplace adds
Facebook Marketplace is adding a bunch of new AI-powered tools that are supposed to make selling items on the platform a little more efficient. One feature will use Meta AI to automatically respond to those annoying "Is this still available?" messages. You can toggle on the auto-reply option when cr
AirSnitch attack bypasses
That guest network you set up for your neighbors may not be as secure as you think.
Microsoftβs Copilot Health
Microsoft announced on Thursday that it's launching Copilot Health, a "separate, secure space" in Copilot for asking questions about lab results and medical records, searching for providers, analyzing data from wearables, and other health-related chats. The feature will have a phased rollout, so it
You can now
Google is continuing to weave Gemini into the firmament of its most-used products. Today, it announced that Google Maps was getting a new AI-powered "Ask Maps" feature that allows for "complex, real-world questions" with highly detailed, personalized responses. In the past, Google Maps would struggl
Listen Labs raises
Alfred Wahlforss was running out of options. His startup, Listen Labs, needed to hire over 100 engineers, but competing against Mark Zuckerberg's β Lire l'article
Appleβs brand MacBook
Although the savings are modest, Amazonβs $50 discount across most of the 2026 MacBook lineup makes these newly launched laptops slightly cheaper than buying directly from Apple.
Truecaller now lets
Caller identity platform Truecaller recently launched a new feature that lets one person become an admin of a family group, get alerts about fraud calls received by other members, and even end a call on their behalf if they suspect a family member might get scammed. The company, which has over 450 m
Sales automation startup
Rox, founded in 2024 by the former chief growth officer of New Relic, offers an AI-native alternative to CRM tools.
Humanoid robotics maker
Sunday is on a quest to build a household humanoid robot called Memo that helps with tasks like laundry and clearing the table. The company emerged from stealth late last year and already has 1,000 people on its waitlist.
Chinese brain interface
This is the largest early-stage funding in Chinaβs brain computer interface industry.
India neobank winds
Fi, founded by former Google Pay executives, is discontinuing banking services over four years after launch.
Lovable says added
Swedish vibe-coding unicorn Lovable crossed $400 million in annual recurring revenue (ARR) in February.
Ulysses Sequence Parallelism:
AgentMail Just Raised
AgentMail raised $6 million this week. General Catalyst led the round. YC participated. Paul Graham wrote a personal check.
These are not people who back things speculatively. When GC and Paul Graham both put money into agent email infrastructure, they're saying the agent economy is real
insurance underwriting past
AI insurance underwriting has been called the next frontier of insurtech for years. The difference now is that the money backing it has moved from venture bets into institutional conviction. On March 3, Boston-based Gradient AIΒ securedgrowth capital financing from CIBC Innovation Banking, a lende
Launch HN: IonRouter
Entreprise et Industrie 4
Into Omniverse: Industrial
Industrial AI, digital twins, AI physics and accelerated AI infrastructure are empowering companies across industries to accelerate and scale the design, simulation and optimization of products, processes and facilities before building in the real world.
Finally Built First
A beginner-friendly walkthrough of API calls, environment variables, and real-world AI infrastructure
The post I Finally Built My First AI App (And It Wasnβt What I Expected) appeared
partnership offer smart
ADLINK Technology has signed a strategic alliance and joint development agreement with Under Control Robotics, the company behind the robotics startup Noble Machines. The two firms will combine ADLINKβs edge AI platforms with Noble Machinesβ autonomy software to create a new generation of general
physical integration accelerates
The integration of physical AI into vehicles remains a primary objective for automakers looking to accelerate innovation. A technical collaboration between Qualcomm and Wayve offers a framework for how hardware and software providers can consolidate their efforts to supply production-ready advanc
Autres 92
Shopify/liquid: Performance: 53%
Shopify/liquid: Performance: 53% faster parse+render, 61% fewer allocations
PR from Shopify CEO Tobias LΓΌtke against Liquid, Shopify's open source Ruby template engine that was somewhat inspired by Django when Tobi firfinally, liberation from open source license obligations" data-theme="Autres">
MALUS Clean Room
MALUS - Clean Room as a ServiceMALUS - Clean Room as a Service
Brutal satire on the whole vibe-porting license washing thing (previously):Finally, liberation from open source license obligations
Coding After Coders:
Coding After Coders: The End of Computer Programming as We Know It
Epic piece on AI-assisted development by Clive Thompson fohere's what i think is happening: ai-assisted coding is exposing a divide among developers that was always there but maybe less visible.
before ai, both camps were doing the same thing every day. writing code " data-theme="Autres">
Quoting Orchard
Here's what I think is happening: AI-assisted coding is exposing a divide among developers that was always there but maybe less visible.
Before AI, both camps were doing the same thing every day. Writing code
Sorting algorithms
Small Architecture Firms
Mixed-use developments are the fastest-growing segment in commercial architecture. They're also among the most competitive β developers evaluate 5-10 firms for each project, and the selection process increasingly favors firms that can communicate their vision most effectively to diverse stakehold
Furniture Brands Cutting
Room scene photography has always been one of the biggest expenses for furniture and home decor brands. Setting up physical room vignettes costs $2,000-5,000 per scene, and every product needs multiple scenes to appeal to different customer segments.
The Traditional Photography
Can Gut-Brain Communication
Can Gut-Brain Communication Reverse Memory Loss?
Meta Description: Discover how reversing memory loss via gut-brain communication is reshaping neuroscience. Learn the science, practical strategies, and tools that may help protect your memory.
Claude Code Bingo:
After 50 days of running Claude Code autonomously, I started recognizing patterns. Not technical patterns β human patterns. The same things keep happening to everyone who uses AI seriously.
So I made a bingo card.
Facebook Marketplace now
When buyers inquire about an itemβs availability, sellers can use Meta AI to automatically draft replies using information from their listing, such as the description, availability, pickup location, and price.
Tinder tries lure
Tinder just got a major revamp as it attempts to reengage its user base and attract younger daters. This includes in-person events, AI enhancements, and even virtual speed dating.
Atlassian follows Blockβs
Atlassian laid off 10% of its workforce, around 1,600 people, as the company looks to funnel more funds to AI.
writer suing Grammarly
Journalist Julia Angwin is leading a class action lawsuit against Grammarly for violating her privacy and publicity rights.
When startups become
This season on Build Mode, weβre diving into what it takes to build a world-class founding team.Β This week weβre exploring different kinds of co-founder dynamics and what it takes to build a startup with your family.
Ride-hailing inDrive acquires
inDrive has closed its acquisition of KraveMart, expanding grocery delivery in a market dominated by Foodpanda.
Hyper
MTIA 300
doXmind
Fowel Hackmamba
Saturn
Mozzie
Scindo
GhostDesk
Manus Agents Telegram
Ask Maps Google
Build Agent Thinks
Keep Tokens Flowing:
Granite 4.0 Speech:
LeRobot v0.5.0: Scaling
Bringing Robotics Embedded
Introducing Modular Diffusers
PRX Part Training
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AIκ°μΈν_λΈλ‘κ·ΈκΈ
λλ§μ AI λ§λ€κΈ° - κ°μΈν & 컀μ€ν°λ§μ΄μ§ μμ μ 볡 (2026)
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AI κ°μΈνλ₯Ό μ€
Solving Human Training
How AI has completely transformed the way I study as a graduate student
The post Solving the Human Training Data Problem appeared first on Towards Data Science
Intuitive Guide MCMC
Tired of the AI hype? Let's talk about the probabilistic algorithms actually driving high-end quantitative finance.
The post An Intuitive Guide to MCMC (Part I): The Metropolis-Has
Spectral Clustering Explained:
Understanding why spectral clustering outperforms K-means
The post Spectral Clustering Explained: How Eigenvectors Reveal Complex Cluster Structures appeared first
Most A/B Tests
The 4 statistical sins that invalidate most A/B tests, plus a pre-test checklist and Bayesian vs frequentist decision framework you can use Monday.
The post Why Most A/B Tests Are Lying to You appeared first
Fourier Transform Converts
A visual, intuition-first guide to understanding what the math is really doing β from winding machines to spectrograms
The post How the Fourier Transform Converts Sound Into Frequencies appear
Hybrid Neuro-Symbolic Fraud
I really thought I was onto something big: add a couple of simple domain rules to the loss function, and watch fraud detection just skyrocket on super-imbalanced data. The first run looked amazing⦠until I fixed a sneaky threshold bug and ran the whole thing across five different random seeds. Su
Building Like-for-Like solution
Like-for-Like (L4L) solutions are essential for comparing elements. It's about comparing only comparable elements, in this case, comparing stores over time. Let's see a solution built in a Semantic model.
The post β Lire l'article
Built shipped iOS
Show HN: DNA
Start (Vibe) Coding
Show HN: VibeWhisper
OpenClaw Just Became
In early February 2026, a playground project by Peter Steinbergerβa developer best known for building PDF softwareβexploded into something nobody predicted: the most-starred reposi
88% Your Agents
88% of networks involve NAT. That number comes from measurements across ISPs, enterprises, and mobile carriers. Behind every NAT, your agent cannot receive incoming connections.
A2A publishes Agent Cards at well-known HTTP endpoints. If that endpoint is behind NAT? The Agent Card publishe
that was me six months ago, and if you're a solo founder with adhd, you probably know exactly how that happens. building 7 apps at once isn't a failure mode - it's the default state when your brain treats every new" data-theme="Autres">
Building Apps Once
Seven apps. All running simultaneously. All half-built. All "almost done."
That was me six months ago, and if you're a solo founder with ADHD, you probably know exactly how that happens. Building 7 apps at once isn't a failure mode - it's the default state when your brain treats every new
how the ai under" data-theme="Autres">
Two Ways Building
Two Ways of Building with AI β With and Without Traycer
After a year of building with Cursor, I started noticing a pattern. There are basically two modes of AI-assisted development. One I did for a long time. The other is what happens when you add Traycer.
How the AI under
After a year of building with Cursor, I started noticing a pattern. There are basically two modes of AI-assisted development. One I did for a long time. The other is what happens when you add Traycer.
How the AI under
Cursor Session Changed
It was 11pm and I was 3 hours into a Cursor session.
The component was done. The API was wired up. But the onboarding flow β the thing that would make or break week-one retention β still looked like it was built by an engineer who had never watched a real user before. Which it was. By me.
Show HN: Codebrief
built "Strava Developers"
Show HN: Adversarial
isn't digital anymore.
Quality Paradox: Code
Monocod
FIFA rebuilding world
When Romy Gai, FIFA’s chief business officer, described the operational challenge of running a 48-team World Cup across Canada, Mexico and the United States, he was not talking about technology. He was talking about complexity. Previous World Cups relied on local organising committees to ab
Ai2: Building physical
Virtual simulation data is driving the development of physical AI across corporate environments, led by initiatives like Ai2βs MolmoBot. Instructing hardware to interact with the real world has historically relied on highly expensive and manually-collected demonstrations. Technology providers bui