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The air purifier giant’s P50 pedestal fan is whisper-quiet and surprisingly versatile, even if its built-in voice assistant feels stuck in beta.

AMD's Radeon RX 9070 GRE is finally available globally, and it's a solid performer for $549.

With true plug-and-play support, versatile connectivity, and excellent sound, Universal Audio’s Volt 876 makes recording simple.

This article was originally published on aicoderscope.com On paper, Windsurf and Cursor are the same product. Both are standalone IDEs forked from VS Code. Both charge $20/month for their entry paid tier. Both ship a tab-completion model and a multi-file agent. Both wire in the same frontier models — GPT-5, Claude Opus, Gemini. Reviews that score them feature-by-feature end up in 47-43 ties because the feature lists genuinely match. That kind of comparison misses the point. The two editors feel different to use, and the difference matters more than the feature checklist. This piece tests both side-by-side across two weeks of normal client work — Python, TypeScript, Go — and lands on a clear verdict at the end about which one fits which kind of developer. Pricing and feature claims here were verified against Windsurf's pricing page and Cursor's pricing page on May 5, 2026. Both vendors change pricing more than most editors — re-verify before subscribing. Pricing: nearly identical The pricing tables converged in 2025 and have stayed mirrored since: Tier Cursor Windsurf Free Hobby (limited Agent + Tab) Free Entry paid Pro $20/mo Pro $20/mo Heavy individual Pro+ $60/mo (3× usage) / Ultra $200/mo (20× usage) Max $200/mo (heavy users, unlimited extra at API pricing) Team Teams $40/user/mo Teams $40/user/mo Enterprise Custom Custom Cursor offers a middle tier (Pro+ at $60) that Windsurf doesn't match exactly. Windsurf has a "Light" plan with unlimited usage on cheaper models that Cursor doesn't have. These are minor — for the typical individual developer choice, both are $20/month for Pro and $200/month for the power-user tier . The entry decision is therefore not a price decision. It's a workflow-fit decision. Both ship a standalone editor A common misconception: "Windsurf is a VS Code extension, Cursor is its own editor." Both are standalone applications. Both fork VS Code. Both can install most VS Code extensions from the Open VSX Registry (with occasional compatibility

This article was originally published on aicoderscope.com On April 28, 2026, Warp open-sourced its terminal client under AGPL-3.0, picked up 60,000 GitHub stars, and declared itself an "agentic development environment." OpenAI signed on as founding sponsor. The announcement looked like a triumph of developer-first idealism. Read the fine print and a different picture emerges: the terminal is free; the product that matters — Oz, Warp's cloud agent orchestration platform — remains fully proprietary. Warp is not becoming an open-source project. It is becoming an enterprise SaaS company with an open-source frontend. None of that is inherently bad. But it is what this review is actually about: does the $20/month Build plan deliver enough AI value to justify adding Warp to a stack that probably already includes Cursor or Claude Code? What Warp is in May 2026 Warp's product now has three layers: Warp Terminal — the terminal client, open-source AGPL-3.0. Rust-based, GPU-accelerated, available on Mac, Linux, and Windows. The core terminal features (blocks, Warp Drive, session sharing, settings file) are free and remain free. Warp Agent — an AI coding agent embedded in the terminal. Runs locally for interactive work. Handles natural language command generation, code review, debugging assistance, codebase Q&A, and voice input. Consumes credits from your plan. Oz — Warp's proprietary cloud orchestration platform. Runs agents in the background, coordinates multi-agent workflows, triggers on events from Slack, Linear, or GitHub Actions, and orchestrates third-party CLI agents including Claude Code and Codex. Oz is where the enterprise pitch lives. Around 1 million developers use Warp as their primary terminal. The pivot to agentic tooling is a bet that those developers will pay to automate their workflows beyond what a local agent session can handle. Pricing breakdown Warp simplified its pricing in December 2025, replacing the old Pro/Turbo/Lightspeed tiers with two paid plans. P

[Paper Notes] JEPA: Self-Supervised Learning from Images with a Joint-Embedding Predictive Architecture 🔗 TL;DR: JEPA learns a a generalized semantic representation with less data pairs by predicting missing information in the embedding space , which helps it disregard unnecessary noisy from input(pixel)-level details and learns at a higher abstraction level with good semantic generalization. 1. Innovation & Significance The Bottleneck: Image-text data pair labels are hard to find Pixel level pre-training paired & data augmentation are strongly biased towards trained data distribution, hard to determine proper generalization and level of abstraction. JEA's (Joint Embedding Architecture) collapse probelm: encoder & decoder attempts to cheat by always landing on trivial constant when predicting itself (reconstruction) and gets away with an easy Error=0. The Solution: > Chain-of-thought ⭕ Mask pre-training to reduce data & generalize↓❌ Bad/lower semantic representation without semantic target, could be learning noisy local pixel correlation↓⭕ Learn at the embedding level to omit pixel input and generalize⭕ Adds context encoder & positional encoding to inject context and force model to pick up image inherent structure from reconstructing multiple masked patches with one target.↓❌ JEAs wants to cheat: if I always map all pixels to a constant for both the predictor and end target encoder then the reconstruction error is always collapsed to zero! Hehe~ ↓ ⭕ EMA (Exponential moving avg.): Update target encoder parameters from the EMA of context encoders. This 'delays' the target encoder to prevent collapsing (a trick from the BYOL paper[2020], proven essential to training JEAs with ViT). 2. Model & High-Level Intuitions 2.1 Model Architecture Input: randomly samples block masks from original image within certain aspect ratio changes, and apply mask for context image 2.1.2 Context Context Encoder: ViT encodes context image to embedding SxS_x S x ​ Mask Token : an [1,D] random

From the opening moments of bitknot, it's obvious that Feeble Little Horse has found an entirely new gear. Where on Girl with Fish the blown-out textures were more '90s indie rock and shoegaze, on their latest LP, there's a more modern edge to the distortion and the riffs cut cleaner. Similarly, where the digital glitchiness […]

The M-Track Duo HD Producer Pack removes the last remaining excuse for terrible audio and potentially terrible opinions.

Despite headwinds from the current administration, automakers continue to release well-equipped EVs with bigger battery packs and increasingly faster charging speeds. For those who want to travel further between plugging in, the future is still bright, just slightly tinted. But there haven't been many sedans starting around or below $50,000, as crossover SUVs have largely […]

As handheld consoles continue to grow and push the limits of what you can actually hold in your hands, the Arduboy FX-C comes in a refreshingly pocketable package. It manages to squeeze the best features of past models and some welcome upgrades into a handheld that’s still no larger or thicker than a few credit […]

I live in a part of Los Angeles where I feel safer bringing pepper spray on walks. The problem is, I don't always remember to bring it with me, and it's not legal to carry it everywhere I go. Pebblebee's $59.99 Halo Bluetooth tracker surprised me by being a suitable replacement because it doubles as […]

A roundup of recent reviews published by Engadget.

Slots & Daggers, a low-key, fantasy-themed slot machine roguelike, was one of my favorite games last year. That may sound like a complicated description, but the game mixes ideas from deckbuilding roguelikes with slot machines to create an engrossing loop, and there's steady meta-progression that helps you push further with just about every run. Perhaps […]

A new book looks into the long history of people who have opposed vaccines.

Keychron's K2 HE Concrete Edition sounds like a cute gimmick, but as I discovered, there's a really solid keyboard beyond the absurd choice of materials.

With inflation and gas prices rising, I’m trying to save money wherever I can. I tested Tello’s budget cell phone plan, and for me, it turns out prepaid can be just as good.

Made for those who hate having a TV in the home, Samsung’s Movingstyle monitor-on-wheels brings the entertainment when you need it and hides away in a closet when you don’t.

Of course the Hitman devs made a great James Bond game.

To get to $600, Apple and HP made different compromises. If you demand more power and performance, the HP Omnibook 3 delivers.

Audi has developed an entirely new electric torque-vectoring rear differential.