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Long-Horizon Terminal-Bench evaluates whether LLM agents can sustain productive work across hundreds of terminal interactions. Its 46 stateful tasks use hidden verifiers that rebuild and inspect final artifacts rather than trusting an agent's reported progress.
Zvi Mowshowitz argued GPT-5.6 Sol delivers the strongest balance of reasoning quality, speed, and cost among current frontier models, making it the default choice for demanding knowledge work. He highlights its long-horizon execution, effective computer use, and agentic workflows while noting that task-specific model selection still matters for peak performance.
AI is emerging as a transformative tool, empowering individuals to create and innovate, rather than just consume. It reduces the barriers to production, allowing people without technical backgrounds to build practical and creative applications. Unlike consumption-focused technologies, AI nurtures individuality and creativity, fostering a culture where personal projects and ideas can flourish and become meaningful contributions.
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Based on benchmarking tests, CData Connect AI can cut LLM context handling costs by up to 97.6% when using sources such as Salesforce,
Vercel reported that open-weight models handled 29% of AI Gateway token volume in June while accounting for less than 4% of spending.
He will be working with Tom Brown on the compute team.
Manus Auto-Publish allows automatic deployment of successful builds to live URLs without manual intervention.
Intelligence and the economy are converging into a single new system.
Sonos laid off senior design, product, and research leaders with a decade or more of tenure, including VPs and heads of UX research, as part of cuts affecting about 3% of staff. CEO Tom Conrad called the move a push for speed and fewer management layers, denying any AI connection despite his own comments about AI transforming internal operations. Longtime employees dispute the framing, seeing it as cost-cutting that risks the institutional design knowledge behind Sonos's premium reputation.
Figma added OpenAI's GPT-5.6 to Figma Make, improving both quality and speed of first-pass prototypes generated from prompts or existing designs. Tests showed the model handling complex builds, self-healing errors, staying faithful to source Figma files, and adapting layouts across screen sizes without extra prompting. GPT-5.6 is available now in Figma Make's model selector, with further details in Figma's help center.
Apple is reportedly planning new versions of the Apple Pencil (USB-C) and Apple Pencil Pro to launch alongside new iPad Pro models in spring 2027, with redesigned battery systems that users can replace themselves. The change is expected to help Apple comply with new EU battery regulations that take effect in February 2027, requiring portable device batteries to be removable and replaceable by end users. While making the Apple Pencil compliant appears relatively straightforward, meeting the same requirements for products like AirPods will likely be much more technically challenging.
Slack's design team addressed a gap in AI readiness by building peer-led programming, including a Friday learning series and a company-wide "Builder Days" event. The three-day event produced key lessons: human judgment remains essential, upfront planning determines success, supporting infrastructure ("the harness") matters as much as the model, and AI shifts collaboration toward higher-value activities. The team concluded that lasting value came less from finished prototypes and more from creating a supportive community where designers could learn and stay curious together.
Most design career advice comes from people in ideal jobs, giving guidance that doesn't translate to designers stuck at typical, messier companies. Beyond critiquing that advice, the article lays out what actually impresses hiring managers and colleagues, how to defend visual choices under scrutiny, and what separates good employers from bad ones. It ends with blunt, sometimes cynical tactics — like leaning on social proof or a polished portfolio — for looking impressive even without a prestigious résumé.
AI and organizations share the same core limitation: both are good at identifying preferences but cannot replace human judgment. While AI can recognize patterns and predict what people are likely to prefer, it lacks the context, intent, and responsibility needed to decide what should exist, and organizations often undermine strong design decisions by optimizing for consensus instead of ownership. The future of design lies not in generating more options, but in combining taste, judgment, and leadership to recognize quality, make difficult decisions, and create work that goes beyond optimizing the present.
Collection of the most essential UI transitions for web apps. Copy and paste them, or use them with skill directly in your project.
Create product demos, explainers, training videos, and support replies from your first product launch to every customer touchpoint.
Generate images, create videos, edit and compose — all through a simple conversation with AI.
Fixing a struggling design team starts with diagnosing root causes—like lack of trust or unclear goals—rather than reacting to surface symptoms such as poor morale. Interview teammates individually, identify allies and resistant "liabilities," then tackle one small, fixable problem to build momentum. Trust grows gradually, and leaders themselves may be a major source of team dysfunction.
Apple should end macOS's forced squircle shape for third-party app icons, a rule introduced with Tahoe. While Golden Gate's beta shows welcome refinements to Apple's own first-party icons, third-party developers still must conform icons to one uniform shape or face being shrunk into a gray "icon jail," reducing both visual distinctiveness and usability. Since Golden Gate proves Apple is willing to fix Tahoe-era mistakes, it should similarly restore freedom of icon shape.
I Shall Name the Dead is a surreal magical-realism horror adventure with hand-drawn, graphic-novel-style art featuring eerie orange-and-teal visuals that evoke fragmented memory and grief.
The acquisition's real significance lies in who now controls the AI "clean-up" layer of professional photo and video work.
A viral trend of fan-made alternative movie posters showcases more creative and memorable designs than many official posters, highlighting how formulaic and celebrity-focused modern movie marketing has become.
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AI is in your engineering workflow. While the token spend shows it, the throughput doesn't. The human is very much still in the loop, and that's a context problem.
* The 8 levels of context maturity: where most teams are stuck and what the ceiling looks like at each stage * Why more MCPs, rules, and skills provide agents access but not understanding * How leading engineering teams are using a context engine to make the most of their agents
A specialized AI agent workflow was optimized by transitioning from a natural language instruction model to a compiled code version, which reduced token usage by 94% and latency by 87%. The initial natural-language skill helped the discovery of a stable workflow, allowing for the identification of components that could be transformed into deterministic code, with LLM calls reserved for the parts requiring language understanding.
A performance issue in an application was identified as being caused by incorrect assumptions about how a readonly property, `scrollHeight`, operates. The realization came when it was discovered that setting this property for every new message led to major slowdowns due to continuous recalculations. To resolve the issue, a simpler approach was implemented by using a large number instead of calculating the precise `scrollHeight`.
The cost of using different AI tokenizers varies a lot, as each vendor's tokenizer processes the same text into a different number of tokens. Anthropic's newer tokenizer generates approximately 30% more tokens compared to its previous versions, leading to higher effective costs for certain content types, like TypeScript.
OpenAI's GPT-5.6-Sol is a cost-effective, high-efficiency AI model ideal for practical coding tasks, serving as a reliable workhorse compared to its predecessor. Despite its power, there are concerns and anecdotes about unintended destructive behavior, which makes backup systems recommended for users.
Building and shipping Mac and iOS apps can be accomplished without ever opening Xcode, as the necessary tools are within the Xcode installation and can be executed from the command line. After initial setup steps, including creating a Developer ID certificate and notarization credentials, developers can automate the entire build and deployment process using a single script that manages various stages like archiving, signing, notarizing, and installing the app.
As AI evolves, developers should shift focus from writing code to mastering conceptual designs and software ideas.
Clawk is a tool that creates disposable Linux virtual machines for coding agents, providing a secure environment where these agents can perform tasks without risking the host system's integrity or accessing sensitive information. The system uses a network allow-list to restrict outbound connections, making sure that only authorized traffic can leave the VM.
Engram is a persistent memory system designed for AI coding agents, allowing them to retain context and information beyond individual sessions. It operates as a standalone Go binary, using SQLite for data storage and incorporating various tools for memory management, search, and cloud integration.
Apple's new SpeechAnalyzer outperforms its predecessor, SFSpeechRecognizer, and Whisper Small in accuracy and speed, with a word error rate of 2.12% for clean speech compared to 9.02% for the legacy API. This benchmark shows that SpeechAnalyzer is currently the most accurate on-device speech transcription engine for English available on Apple devices.
The Sega CD Mega-CD add-on for the Genesis brought CD-ROM technology to gaming. Silpheed used a unique video format that cleverly reduced bandwidth through techniques like referencing color tiles, using an ASIC for graphics, and using tilemap compression, allowing it to deliver near-cinematic visuals despite the limitations of the hardware.
The expressed values of Claude vary across different models and languages, showing distinctions in how it responds to user inquiries. An analysis using four key axes shows that Claude demonstrates different value profiles, with some models emphasizing qualities like warmth and deference, while others lean towards rigor and caution.
To effectively evaluate AI's capabilities, it's necessary to test it in areas of personal expertise, as it tends to appear more intelligent in subjects outside one's knowledge.
Optimizing memory allocations and reducing unnecessary logging in Java can improve performance and alter the effectiveness of different garbage collectors.
Polyfills are necessary for the web ecosystem as they improve accessibility and performance, decouple API design from implementation, and help satisfy developer needs.
The Orange Cloud Report provides subjective ratings for Cloudflare products based on reliability, pricing, and developer experience.
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More than 200 economists, including 16 Nobel Laureates, have warned that AI could accelerate job displacement and reshape the economy faster than previous industrial shifts. A new open letter urges policymakers and tech leaders to create safeguards that ensure AI complements workers rather than replaces them. The warning comes as companies announce AI-related layoffs, with 99% of executives expecting AI to reduce headcount in some capacity within two years.
AI marketing platforms like Jasper standardize “brand voice” by applying generic tone guidelines to content that's already interchangeable, producing average output at scale. This creates a feedback loop of sameness. The issue isn't the tools, it's the input. Simple checks like swap, output, and reconstruction tests reveal weak voice. Brands grounded in clear beliefs and real decisions avoid being flattened.
AI agents don't struggle with your site, they struggle with your pricing. When it's hidden, hard to parse, or blocked, they default to third-party sources. Even published pricing often fails if it's buried in JavaScript, calculators, or messy layouts. Make pricing explicit, centralized, in plain text, and crawlable. Add structure and reduce friction.
Press coverage can be lost when reporters can't quickly access the assets they need. Make it easy to cover a company by creating a public press kit with downloadable logos, screenshots, brand assets, and copy-ready stats. Avoid gated folders or hard-to-find pages, since journalists will move to easier sources. Adding a dedicated press page with clear URLs and frequently used metrics helps reporters quickly find and cite information.
A curated gallery of landing pages that generate verified revenue. It highlights what drives conversions, helping users avoid copying designs that don't perform. The platform also offers teardowns and diagnostics to identify what's hurting a page and how to fix it.
Mutiny built its growth engine by combining rapid testing and focused channel investments instead of spreading effort across many initiatives. It improved conversions by 71% after testing a more specific homepage headline, then paired broad awareness tactics with account-based outbound that focused on a small list of high-value prospects. It used borrowed audiences and ecosystem partnerships to expand reach while tracking performance across every stage of the funnel. The team treated every experiment as a way to find repeatable growth, then doubled down on the channels and tactics that produced results.