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Article URL: https://github.com/egma-ai/jev-code-reviewer Comments URL: https://news.ycombinator.com/item?id=49840300 Points: 14 # Comments: 5

Article URL: https://cacm.acm.org/research/beyond-the-hype-the-efficiency-throughput-gap-with-github-copilot/ Comments URL: https://news.ycombinator.com/item?id=49841103 Points: 4 # Comments: 3

Article URL: https://www.safateam.com/intelligence-hub/research/technical-articles/cve-2025-13032-entering-and-breaking-the-avast-antivirus-sandbox-part-2 Comments URL: https://news.ycombinator.com/item?id=49841115 Points: 14 # Comments: 0

Remember when Microsoft wanted everyone to know that "Copilot Plus PCs" were the ones to get, because those were the PCs that that'd have enough built-in AI muscle to get things done? Two and a half years later, Microsoft and Qualcomm seem to be admitting the brand is already dead. Windows Central's Zac Bowden reports […]

Remember the Tesla Semi? The long-gestating, heavy-duty truck first introduced in concept form in 2017 is finally in volume production as of April 2026 - nearly a decade after its initial introduction. On Thursday evening, the company held yet another event for the Semi to demonstrate to customers and investors that the long wait was […]

Metabase CVE-2026-72898: an unauthenticated SQL injection that hands over the data warehouse Opening Metabase is a business intelligence front end. People connect it to the warehouse, point it at tables, and build dashboards that executives read. To do that, it must hold database credentials, often with broad read access and frequently with write access. CVE-2026-72898 turned that design into a single unauthenticated request. The flaw is an SQL injection rated 10.0 under CVSS 3...

Every agent I have ever shipped was qualified the same way: someone watched it work once, nodded, and called it production-ready. I did this for years. I trusted my own demos. So I built the thing that stops me. It's called HivePlane — an open-source control plane where an agent cannot touch a production context until it has passed a reproducible benchmark and holds a signed attestation. Last week I ran its first full field test against real agents: 10 scenarios, 20 acceptance criteria, a...

Every data job I've ever touched starts the same way: someone hands me an export that's almost usable. Duplicated rows. Columns named "Order Date " . Numbers stored as text. I kept writing the same cleanup snippets over and over, so I turned them into five small command-line tools. They have zero dependencies (just Python 3.8+), each one does exactly one job, and every one of them prints a summary of what it changed so you can trust the output. Here's what each tool does and how to use it....

This started for me in 2024, when Bulma v1 came out. I went looking for a React package that supported it. There wasn't one yet. The packages people already knew were still on the older Bulma, and from where I sat they looked dormant. So I decided to fill that gap. I worked on it until I had what I considered a minimum viable product, and then I started trying to get the package recognized and used. What I Tried First That effort was 2025. I wrote a real README, for npm and fo...

It's 2026, and the CSS framework debate is Tailwind vs. Tailwind. shadcn/ui or DaisyUI? Keep your v3 config or move to v4's CSS-first setup? Bootstrap isn't in the conversation anymore. It's the thing still running your admin panel. Utility classes won. I'll say it plainly. But I think they won this round . The next one goes to the idea they replaced, object-oriented CSS, and Bulma is already standing where that pendulum is headed. The button test A primary button in Tailw...

NocoBase ships fast. Between September 5th and 11th it published six patches. The changelog tells you what the team changed. It does not tell you what will happen to your database, your screens, your workflows. Someone raised the same concern on the official forum, in Chinese ( t/14099 ). In my translation, the gist is: I'm on V2.1.30 and don't dare move to V2.2.X, because I don't know what the upgrade will change. The changelog describes it, but the actual impact is hard to judge....

Modern personal computers are becoming heterogeneous computing systems. A single machine may now contain a CPU, integrated GPU, discrete GPU, NPU, shared and dedicated memory, multiple power states, and strict thermal constraints. At the same time, workloads are becoming more diverse: software compilation, gaming, rendering, local AI inference, background services, and interactive applications can all compete for the same system resources. This led me to a question: What if the comp...

Verdict: in the ollama vs lm studio decision, Ollama wins for developers and automation, and LM Studio wins for everyone else. If you are scripting agents, wiring a coding assistant into an editor, or running models on a server you administer, take Ollama: it is MIT-licensed, API-first and trivially scriptable. If you want a polished desktop app, a model browser you can hand to a non-technical colleague, and a licence you can point a compliance reviewer at, take LM Studio, which has been free ...

If you want the highest first-try success rate on real enterprise code, Fable 5.1 running inside Claude Code wins: it resolved 38.8% of tasks on the Real-SWE benchmark at an estimated $6.96 per rollout, the most expensive setup measured ( Specific Labs ). For cost-sensitive teams, Gemini 3.8 Flash in Gemini CLI is the value pick at 31.2% for an estimated $2.50 per rollout, and GPT-6 Astra in Codex CLI splits the difference at 33.8% for $4.67 ( Specific Labs ). One honest caveat: the confidence i...

Verdict: the AI jobs boom in India is real and quantified — AI engineering roles are growing 51% year-on-year on LinkedIn platform data, the strongest hiring is in AI engineering, data-centre, healthcare and robotics work, and Dan Shapero's entry advice for a 22-year-old is to attach yourself to the most talented people in your discipline and get genuinely fluent with AI tools. Asked in a conversation published on 13 September 2026 what he would do if he were 22 in India today, that two-line an...

Verdict: OpenClaude wins on price and model choice; Claude Code wins for teams already inside Anthropic. If you want a claude code alternative that costs nothing to install and lets you choose the model behind it, run OpenClaude: a free community terminal agent whose README lists 24 provider routes, including local Ollama with no API key, so you pay only your model provider's token rates ( GitHub ). If you already pay for Claude Pro or Max, keep Claude Code: it is Anthropic's first-party prod...

The security controls organizations need when putting AI applications into production. Building a custom AI application is easier than ever. A team can connect an LLM to internal documents, add RAG, create a chatbot interface, and have a useful prototype running quickly. But getting an AI application to work is not the same as making it secure. Once an application starts handling real users and real organizational data, security needs to cover more than the model. It needs to...

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We just published a new documentary-style video on the freeCodeCamp channel that takes you behind the scenes of a high-energy 24-hour hackathon. Quincy Larson traveled to Hong Kong to serve as a judge

A Lambda in front of Cognito's token endpoint caches tokens in DynamoDB, reducing the number of requests to Cognito and saving money. By adding AWS WAF to block direct requests to Cognito, the solution ensures that all requests go through the Lambda, further reducing costs.

A health-tech rollout shows why AI testing pilots, scaling programs, and production deployments need different metrics and readiness criteria.

A 10,337-nautical-mile detour exposed how coastline data, H3 resolution, and distance quantization can break a global sea-routing graph.

Four ways to make an agent survive a crash. Where each one keeps its state, what it forces on your code, and which one you already have installed.

TOR isn't bulletproof. From traffic correlation to opsec failures, this part breaks down why TOR fails and the real world cases that prove it.