Debugging AI Agents with LangSmith Tracing, Evals & Deployment

Debugging AI Agents with LangSmith Tracing, Evals & Deployment LangSmith trace view showing an AI agent’s tool calls, reasoning steps, and response timing in production.

LangSmith by LangChain addresses the challenges of building reliable AI agents by focusing on observability and systematic refinement. AI agents often rely on probabilistic reasoning, which can complicate debugging and evaluation compared to traditional software. LangSmith offers features like real-time tracing and clustering to analyze agent behavior. For example, its clustering capabilities can pinpoint recurring […]

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Is a 6-Year-Old M1 Air Better Than the $599 MacBook Neo?

Is a 6-Year-Old M1 Air Better Than the $599 MacBook Neo? Benchmark graphic comparing A18 Pro single-core results with M1 multi-core performance in heavier workloads.

Choosing between the MacBook Neo and the M1 MacBook Air can be a nuanced decision, as both models are designed to cater to distinct user needs. The MacBook Neo provides a cost-effective entry point with modern features, while the M1 MacBook Air delivers robust performance and a premium build quality. This detailed comparison examines key […]

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Best AI Tools for Finance Analysts, from Research to Pitch Decks

Best AI Tools for Finance Analysts, from Research to Pitch Decks Excel Copilot suggesting formulas to categorize transactions and pull dates, while the analyst checks outputs for errors.

Artificial intelligence is reshaping how financial tasks are approached, offering practical solutions for data management and analysis. Kenji Explains reviewed over 100 AI-driven platforms to identify those most effective for finance-related activities, such as research, modeling and reporting. For example, AlphaSense aggregates insights from diverse sources, making it a valuable resource for due diligence and […]

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This Jellyfish-Inspired Lamp Transforms When You Switch It On

Table lamps have a fairly narrow brief: sit on a surface, produce light, and try not to embarrass themselves in the process. Most manage two out of three. The Aurelia table luminaire takes a more considered approach, drawing from the slow, hypnotic movement of jellyfish to build something that works as a light source and as an object worth looking at when it’s switched off.

The reference point is specific, not from a general impression of the ocean, but from the particular way jellyfish tentacles move: slow, layered, and almost meditative in repetition. That quality informs the lamp’s layered construction and the dense organic lattice etched across its translucent shade. The pattern reads quietly in a lit room. Switch the lamp on and the whole surface activates, casting warm amber light through the texture in a way that feels atmospheric rather than task-driven.

Designer: Nizamuddin N.S

That distinction matters for where the lamp is meant to live. Aurelia isn’t designed to light a workspace, and the designer makes no claim that it should. The design targets bedside tables, desk corners, and living spaces where the goal is to soften the mood of a room rather than sharpen its focus. Diffused light changes the quality of a space in ways that sharp overhead sources simply cannot manage, which is the quiet premise the whole lamp is built around.

The physical form carries that logic through. The shade is a tall, slim panel mounted on a dark rectangular base that reads as wood. Unlit, the lamp is restrained and cool, with the etched lattice surface present but not clamoring for attention. Lit, the object shifts register entirely. Warm amber pushes through the pattern, and the base-to-shade contrast, dark below and luminous above, becomes the lamp’s defining visual move.

Beyond the light itself, Aurelia stands as a small sculptural piece meant to give a room some character. That’s a harder claim than it sounds. Most decorative lamps lean entirely on their shades for visual interest and have nothing to offer in the middle of the afternoon. Aurelia’s etched surface is structured enough to hold attention without illumination, which is the minimum requirement for a lamp that wants to be treated as more than a lamp.

There’s also a practical dimension that the jellyfish reference shouldn’t distract from. A lamp that produces soft, diffused warmth rather than direct output is genuinely useful in spaces that already have overhead lighting covered. It fills a secondary role well: the kind of light you turn on at the end of the day, not the kind you read by, and rooms that lack that option tend to feel unfinished in ways that are hard to articulate.

The post This Jellyfish-Inspired Lamp Transforms When You Switch It On first appeared on Yanko Design.

MacBook Tier List 2026: From the $599 Neo to the $3,899 M5 Max Pro

MacBook Tier List 2026: From the $599 Neo to the $3,899 M5 Max Pro Battery life comparison graphic showing Apple’s 16-hour Neo, 18-hour Air, and 24-hour Pro video playback claims.

Apple’s 2026 MacBook lineup offers a diverse range of laptops tailored to meet the needs of various users, from casual consumers to professionals managing complex workloads. The MacBook Neo, MacBook Air, and MacBook Pro each serve distinct purposes, making it essential for you to assess your requirements before selecting the right model. Whether your priority […]

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ChatGPT vs Claude vs Gemini & More : AI Features, Limits & Pricing Tiers

ChatGPT vs Claude vs Gemini & More : AI Features, Limits & Pricing Tiers Grid of AI-generated images labeled Midjourney, DALL-E, and Stable Diffusion for marketing and creative work.

Artificial intelligence encompasses a wide range of models designed for tasks such as text generation, image creation and audio processing. In a detailed overview by Matthew Berman, these models are broken down to clarify their functions and real-world applications. For example, large language models like OpenAI’s ChatGPT and Anthropic’s Claude are examined for their role […]

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Warner Bros. dominates Oscars with 11 wins ahead of its acquisition by Paramount

Ahead of its acquisition by Paramount Skydance, Warner Bros. dominated the 2026 Oscars with 11 wins primarily for Ryan Coogler's Sinners and Paul Thomas Anderson's One Battle After Another. Netflix also put in a strong showing with seven Academy Awards, including two for KPop Demon Hunters and three for Guillermo Del Toro's Frankenstein. 

All told, dedicated streaming services chalked up eight awards, but were shut out of the major prizes. Frankenstein took the trophies for for Best Production Design, Best Costume Design and Best Makeup and Hairstyling, while KPop Demon Hunters took Best Animated Feature and Best original Song. Netflix also took prizes for All The Empty Rooms (Best Documentary Short Film) and The Singers (Best Live Action Short Film). Apple TV garnered the other streaming service Oscar for F1 (Best Sound). 

Warner Bros. dominated the more prestigious awards. The studio took its first Oscar for Best Picture (One Battle After Another) since Argo won in 2012, while also winning Anderson the prizes for Best Director and Best Adapted Screenplay, and giving Sean Penn the Best Supporting Actor Oscar. Sinners, meanwhile, won for Best Cinematography, giving Autumn Durald Arkapaw the first ever win for a woman and woman of color in that category. Michael B. Jordan took the Best Actor prize for that film, while Director Ryan Coogler won for Best Original Screenplay.  

Other notable acting prizes were won by Jessie Buckley (Best Actress, Hamnet) and Amy Madigan (Best Support Actress, Weapons). 

Host Conan O'Brien joked that it was the "first time in a theater" for Netflix CEO Ted Sarandos. It remains to be seen, however, whether Netflix losing out to Paramount Skydance on the Warner Bros. acquisition will be to the film industry's benefit or detriment. One clear loser of late is broadcast television as the 2026 Oscars will be the third-to-last aired by Walt Disney's ABC, with YouTube set to stream the ceremony exclusively starting in 2029

This article originally appeared on Engadget at https://www.engadget.com/entertainment/warner-bros-dominates-oscars-with-11-wins-ahead-of-its-acquisition-by-paramount-093916527.html?src=rss

Samsung Abandons Exynos: Why the Galaxy Watch Ultra 2 is Switching to Snapdragon

Samsung Abandons Exynos: Why the Galaxy Watch Ultra 2 is Switching to Snapdragon Side-by-side graphic showing Galaxy Watch Ultra 2 and Galaxy Watch 9 with different processors listed for each model.

The Galaxy Watch Ultra 2 is set to elevate the smartwatch experience with a combination of advanced AI capabilities, innovative health tracking, and a dual-chip architecture. Samsung’s latest wearable is designed to appeal to both tech enthusiasts and everyday users by delivering innovative features in a sleek, user-centric design. If the rumored specifications are accurate, […]

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iPhone Fold or iPhone Ultra? New Leaks Reveal Apple’s Final Name for 2026 Foldable

iPhone Fold or iPhone Ultra? New Leaks Reveal Apple’s Final Name for 2026 Foldable AirPods Ultra mockup showing in-ear buds with sensors, highlighting rumored H3 chip and spatial tracking cameras.

Apple is reportedly preparing to launch an “Ultra” tier across its product lineup, signaling a strategic move to redefine its presence in the premium tech market. This initiative is expected to introduce the iPhone Ultra, MacBook Ultra, and AirPods Ultra, targeting tech enthusiasts and professionals who seek the most advanced features and performance. Positioned above […]

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Beginners Guide to Claude Cowork for Task Automations, Folders, Skills & Schedules

Beginners Guide to Claude Cowork for Task Automations, Folders, Skills & Schedules Example folder structure showing departments for email, projects, and research inside Claude Copilot Co-work.

Claude Cowork, one of the three primary modes of Anthropic’s Claude desktop app, is designed to enhance productivity by automating workflows and centralizing tasks. Unlike its counterparts, Chat for conversational AI and Code for programming, Co-work focuses on managing files, organizing projects and integrating with external applications. AI Foundations demonstrates how to set up and […]

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