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Why AI Agents Fail at Real Browser Automation (and How BrowserAct Fixes It) reCAPTCHA score comparison data Hadil Ben Abdallah Jun 3 #ai #data #automation #agents 35 reactions comments 16 min read
I spent the last few days building a multimodal video RAG platform. With a lot of help from Claude (vibecoding is real) and me tuning the retrieval numbers until they stopped being embarrassing. You paste a YouTube video, the system watches it (transcribes the audio, samples visual frames, captions
The honest comparison nobody asked for but everyone needs. REST works. It's been working since 2000. Every developer knows it. Every tool supports it. Every proxy, cache, CDN, and load balancer understands HTTP verbs and status codes. Choose REST when: Your API serves multiple clients with straightf
42% of companies are considering moving workloads off the cloud. For AI infrastructure specifically, the reasons are more urgent than cost. The Trend Nobody Expected The Data Residency Problem Is Real and Getting Worse The IP Protection Problem The Cost Reality at Scale The Hybrid Answer That Actual
Quick disclosure up front: I work with HUD AI (YC W25). We license private (high-quality) codebases as training data for Frontier AI labs, and I'm trying to figure out how builders/founders actually feel about this. TL;DR — if you've got a private, closed-source codebase with real history (multiple
LiteRT-LM brings native support for Gemma 4 Multi-Token Prediction (MTP) drafters, enabling up to 2.2x faster inference. The framework is expanding beyond Kotlin and C++ adding support for new Swift and a JavaScript APIs. By Sergio De Simone
When we started working on Krenalis, we spent a lot of time reviewing how customer data typically flows through a modern data stack. One pattern kept showing up often enough that we started questioning it. In many modern stacks, customer data already lands in a warehouse. Yet we often copy that same
This series provides your roadmap for the machine age, exploring how to move from vulnerable prototypes to resilient systems through layered defense, robust MLOps, and integrated governance. By Claudio Masolo
We’re a tiny team of 2–9 engineers who believe business messaging should be simple, reliable, and accessible to everyone. Today we’re officially opening up BulkSMSOnline to the Dev.to community, and we’d love your feedback. What’s BulkSMSOnline? A global bulk SMS platform that lets you send campaign
Building a Zero-Gas-Fee Blockchain Traceability System for WooCommerce & Shopify on Polygon In modern agriculture, cosmetics, and luxury goods, transparency is no longer a luxury—it's a compliance requirement. Consumers want to scan a QR code and instantly verify a product's origin, quality certific
Every developer, indie hacker, or marketer eventually asks the same question: "How much traffic does that site actually get?" Maybe you're sizing up a competitor before building in their space. Maybe you found a cool tool and want to know if it's worth integrating. Maybe a client is bragging about t
Le Data Center : Usine à Rêves, Usine à Carbone Derrière chaque requête cloud se cache une infrastructure colossale. Des millions de serveurs, répartis dans des data centers géants aux quatre coins de la planète, tournent en permanence pour répondre à nos demandes. Ces bâtiments, souvent aussi vaste
In the first post of this five-part series, I wrote about the LLMs I currently like to use for Angular development. In the second post, I looked at the apps and harnesses around those models: Codex, Claude desktop app, Cursor, Antigravity, VS Code, WebStorm, and a few more. In the third post, I focu
Writing tests is one of the most important and tedious task a developer has to do. A test is more than proving something is working in a project - even if it's main goal, it's also a way to see how an API is working, by offering implicit use cases and representing data using different format (mockin
One-Line Summary Naver doesn't have "app passwords" like Google, so bots can't automatically log in with just an ID/PW for accounts with 2-factor authentication enabled. I solved this by logging in once manually on my local PC using headless mode to extract cookies, and then the server bot reuses th
When I started building omadia — an open-source (MIT), self-hostable runtime for composing AI agents out of plugins — I assumed the hard part would be the model: prompting, tool-calling, getting reliable output. It wasn't. The LLM bits were mostly solved problems. The parts that ate my time were iso
The most practical AI safety feature is not a manifesto. It is a brake pedal that actually works when the system starts doing something expensive, risky, or hard to unwind. That idea felt especially current this week. BBC reported Anthropic co-founder Jack Clark warning that AI is approaching a poin
TypeORM 1.0 is the first major release of the open-source TypeScript and JavaScript ORM since its inception in 2016. This version modernizes platform requirements, removes deprecated APIs, and introduces numerous bug fixes and new features. TypeORM now supports ECMAScript 2023, dropping older Node.j
I spent three days building a regex monster to parse customer emails. It had 47 patterns, each one more fragile than the last. A single missing space would break the whole thing. By day four, I wanted to throw my laptop out the window. That’s when I decided to try something completely different: let
A Mistake I Made Myself The most expensive mistake of my career wasn't a line of code; it was hitting a key at 3 AM saying, "Alright, this is done." Relying on years of experience in system administration, network infrastructure, and enterprise software development, this simple error reminded me onc
