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Culture change does not fail because people are confused. It fails because beliefs cannot shift without lived experience and the right context.
“It depends” is often used by UX strategists to avoid making decisions. This avoidance slows teams down and keeps real product problems from being fixed.
Design deliverables are shifting from static assets to custom tools.
Vague urgency language leads to stress and miscommunication.
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Nebius Token Factory [4] is built for teams running open-source LLMs in real products. We deliver managed inference with explicit control over execution paths: speculative decoding, cache-aware routing, and post-training tuned to real traffic. Predictable tail latency, stable cost, and production-grade systems for AI that actually ships.
Apple is reportedly working on a small, wearable AI pin equipped with multiple cameras, a speaker, and microphones. It will likely run the new Siri chatbot the company plans to unveil in iOS 27. Apple wants the final version of the pin to be about the same size as an AirTag but slightly thicker. The AI pin could be released as soon as 2027, but development is still in the early stages, and the product could be canceled.
Apple plans to revamp Siri later this year by turning it into an AI chatbot. The chatbot will be embedded deeply into the company's operating systems and replace the current Siri interface. The feature is a central piece of Apple's AI strategy. Apple has designed the chatbot so that its underlying models can be swapped out over time. The company will initially use Google-powered systems.
Blue Origin plans to deploy 5,408 satellites into space to launch a communications network to take on SpaceX. Its TeraWave network will be targeted at enterprise, data center, and government users. It will provide data speeds of up to 6 terabits per second. Blue Origin expects to start deploying its constellation in the fourth quarter of next year.
Last February, a team of doctors and scientists treated a baby with severe CPS1 deficiency, a condition caused by a rare single-gene mutation that causes patients' blood to be flooded with ammonia that the liver can't clear. The doctors sequenced the baby's DNA, designed a custom gene editor to fix the typo in his CPS1 gene, manufactured it on demand, and infused it into his bloodstream. The process took about six months and cost less than $1 million. Today, the baby is thriving and seemingly cured.
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Unblocked [9] is the AI code review that surfaces real issues and meaningful feedback instead of flooding your PRs with stylistic nitpicks and low-value comments.
Evaluating technical candidates is becoming harder as AI capabilities improve. Each new model forces companies to redesign tests. This post describes one company's original take-home design, how each Claude model defeated it, and the increasingly unusual approaches the company has had to take to ensure its tests stay ahead of top models' capabilities. As work evolves alongside models, companies need to develop increasingly creative ways to find strong engineers.
pandas 3.0.0 includes some new features, bug fixes, and performance improvements, as well as possible breaking changes. It removes a functionality that was deprecated in previous releases. Users are recommended to first upgrade to pandas 2.3 and to ensure their code is working without warnings before upgrading to pandas 3.0. A link to a list of all the changes in the release is available.
X is struggling with two incompatible goals: optimizing attention and time spent on the platform, and tight creator-follow linkage. So far, X has opted to chase KPIs like user time spent on the platform. This has resulted in creators unable to consistently reach their audience, consumers not hearing from creators they want to follow, and filter bubbles like Crypto Twitter. Either creators and users are tightly linked, or the platform algorithmically serves users an array of compelling content - you can't have both.
The rush to build AI data centers prompted Elon Musk to propose putting them in space. Musk has become obsessed with the idea of SpaceX being the first to do it, but such a feat would be hard to attempt and would require the billions of dollars in capital an initial public offering could deliver. A SpaceX IPO could also help xAI catch up to rivals. SpaceX is expected to collect banks to lead the stock offering soon, with the IPO expected to be completed by July.
As the first engineer on TLDR's new Applied AI team, you'll build AI agents and composable Claude Skills to let non-technical teammates create their own AI workflows. Learn more [15].
The company now has fewer than 15 people left in engineering.
Meta is reportedly working on a large language model and an AI image and video model.
AI is a significant productivity tool comparable to previous technological shifts, but it's boring.
Cybercab production is scheduled to start in less than 100 days.
YouTube Music is getting more discovery features, and YouTube TV is getting 20 genre-specific plans as well as a fully customizable multiview.
Anthropic trains Claude using a specific set of ethical principles (detailed in its 'Constitution') rather than human feedback.
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That review step is where bugs slip through, context gets lost, and teams slow down.
Anthropic has published a new constitution for Claude. The document is a detailed description of Anthropic's vision for Claude's values and behavior that explains the context in which Claude operates and the kind of entity the company would like Claude to be. The constitution is a crucial part of the model training process, and its content directly shapes Claude's behavior. This post describes what's included in the new constitution and some of the considerations that informed Anthropic's approach.
OpenAI's CEO, Sam Altman, has been meeting with investors in the Middle East to line up funding for a new investment round that could total at least $50 billion. He recently visited the region, where he spoke with some of the leading state-backed funds in Abu Dhabi. The talks are early, and the amount could change. OpenAI has also recently held talks with Amazon to raise at least $10 billion.
Meta's new artificial intelligence lab has delivered its first high-profile models internally. The company's CTO, Andrew Bosworth, says the models show a lot of promise. There is still a tremendous amount of work required in the post-training phase before the models can be delivered in a way that's usable internally and by consumers. Meta is starting to see favorable returns from its big gambits in 2025. The next two years will be important for bringing consumer products to market.
Pass@k is the probability that at least one of k different attempts will succeed. It is one of the most common metrics used for agents. The problem with the metric is that it's exponentially forgiving, and humans interacting with agents aren't nearly that forgiving. Pass@k should be a metric that's rarely used, and carefully justified every time it is used.
Novita AI introduced performance optimizations for GLM4-MoE models using SGLang, achieving faster Time-to-First-Token and better token generation speed under agentic coding workloads.
This post contains a curated list of news, tutorials, tips, and articles on Claude Code. It covers recent upgrades, tools that complement Claude Code, and more. The post provides advice on how to skill up with Claude Code as well as predictions on where the technology is headed.
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AI is everywhere, but something is holding orgs back from scaling and governing them in prod. Over 1,000 senior tech and business leaders spoke to Camunda [12] about their challenges. In this report, you'll see how teams are managing risks and improving orchestration to
Devin Review is a code review tool that uses AI and UX to scale human understanding of complex code diffs. It is currently free and works on any public or private GitHub PR. The tool helps in every step of the PR process. It allows developers to chat about changes without leaving the review.
When the Model Context Protocol (MCP) exploded a year ago, everyone rushed to build MCP servers. A year later, most MCP servers disappoint. While developers blame the protocol, enterprise adoption tells a different story. Companies are deploying MCP servers, and integrations are live. This post breaks down why MCP servers fail, best practices for building ones that work, and how Skills and MCP complement each other.
This implementation introduces token-wise branch-and-merge reasoning to enable more expressive multi-path computation while keeping token representations compact.
Apple plans to transform Siri into a chatbot, similar to ChatGPT, with the expected launch integrated into iOS 27. The revamped Siri, codenamed "Campos," will support both voice and text inputs, marking a strategic shift due to competitive pressure. Apple has chosen Google's Gemini as its AI partner after evaluating options like OpenAI and Anthropic.
Notion is expanding its Custom Agent platform to include Slack integration and plans for Calendar and Mail connectors for automation. Integrations with third-party services like Cursor, Linear, and Ramp are in development, enhancing project management and finance tasks. New sections like Feed, Library, and Workers will enable developers to create custom integrations, while AI features like an AI co-editor enhance productivity.
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Is agentic AI your next step? Beware of getting bogged down with custom integrations. Algolia's white paper breaks down how to build AI
AgentOS provides a production-ready runtime for multi-agent AI systems, solving the infrastructure challenges that prevent most projects from shipping.
Apple's strategy focuses on its durable ecosystem, prioritizing hardware sales over AI innovations, despite the industry's AI investment focus.
Two of the fifteen external contributors who helped review Claude's new constitution are Catholic members of the clergy.
Aliisa Rosenthal, OpenAI's former sales leader, emphasizes context engineering as a key advantage, particularly in enterprise applications, and advocates for developing lighter, cost-effective models.
President Trump said he hopes to sign sweeping crypto market structure legislation “very soon,” reiterating at the World Economic Forum that the US should be the global crypto capital as Congress races to finalize the bill. Momentum is colliding with internal fractures, as banks and crypto firms clash over stablecoin rewards, Coinbase pulls support, and lawmakers scramble to resolve yield and oversight disputes before the bill loses steam.
Elliptic's investigation claims Iran's central bank purchased at least $507m of USDT last year via OTC routes (payments in UAE dirhams, linked to an entity called Modex), routed much of it through Nobitex and cross-chain bridges into DEXs and other exchanges to stabilize the rial and settle trade, and ultimately moved all identified USDT out of CBI-linked wallets. This demonstrates that stablecoins can facilitate sanctioned states' dollar access while also leaving an on-chain trail that enables freezes and enforcement actions.
Pendle Finance is replacing its vePENDLE vote-escrowed token with sPENDLE, a liquid staking token that eliminates multi-year lock requirements in favor of a 14-day withdrawal period. The new tokenomics model redirects protocol revenue toward PENDLE buybacks rather than direct distributions. This transition improves capital efficiency for token holders while maintaining governance participation, marking a shift from traditional ve-tokenomics to a more liquid staking architecture.
Noble is migrating its Cosmos SDK-based blockchain to a standalone EVM Layer 1, a notable change for the pioneering stablecoin-centric protocol that serves as critical USDC infrastructure in the Cosmos ecosystem. The move to EVM compatibility opens Noble to the broader Ethereum ecosystem while maintaining its focus on stablecoin issuance and cross-chain transfers. It also signals the lack of interest in the Cosmos ecosystem after poor adoption in the past several years.
The "capital chasm" is where US capital income surged 136% versus 57% labor income growth over 40 years, leaving 4 billion adults with zero equity or bond market access as the real divide separates the "unbrokered" from those able to invest beyond basic banking. Tokenization on public blockchains enables fractional ownership, reducing minimum thresholds from weeks of wages to mobile top-up amounts with near-instant settlement and cutting transaction costs over 30%, mirroring stablecoins' proof of cross-border value transfer. Policy recommendations include upholding blockchain neutrality, establishing clear tokenization pathways for traditional assets, allowing bank engagement with tokenization infrastructure, and recognizing self-custody rights.