Full-text search across article titles and summaries. Refine with sector, year, content type, and reading-time filters.
Sponsored
If you're a startup looking to level up creative applications, you should check out this brand new guide by Google for Startups. Find out which models work best for what tasks, how to deliver consistent media at scale [12], and which tools can help you launch faster. Includes a
Tech workers are either amplified by AI or shaken by it. The divide is shaping their feeling about work more than any title, tenure, or company. Burnout is surging, and optimism is fading. While productivity is up, the quality is questionable. Many tech workers believe the tech industry is in a state of chaos.
herdr is an agent multiplexer that lives in the terminal. It gives users a view of every agent at a glance. Agents keep running even when users are detached, and sessions survive restarts. herdr can be used by agents through a pure socket API. Plugins are available.
AI doesn't seem to be taking away jobs and leaving humans with nothing to do. Studies have found that AI adoption has resulted in work becoming more intense, not less. People are using the time they save by using AI to take on new tasks. The people who are going to make a difference are the ones who will seek improvement and actively wrestle with AI to develop their own mental capabilities to accomplish more.
Chinese authorities have held talks with major Chinese AI companies about whether to restrict foreign access to their most advanced models. No decisions have been made yet, but officials are considering options like a bar on public release or a limit to domestic use only. China's AI companies have become popular partly because they are free and open source. Closing access would mean surrendering the lever that drove China's rise.
Sponsored
Build and list your app on the Atlassian Marketplace and sell to 350K+ customers worldwide. Join thousands of partners with proven infrastructure, reach, and enterprise trust.
The Samsung Galaxy Z Fold 8 is expected to feature a shorter and wider design that resembles Apple's planned folding iPhone.
Apps like Excel and Outlook are now using Microsoft's MAI models rather than models from OpenAI and Anthropic.
Recent model releases from Chinese companies are seen by many as highly competitive compared to leading frontier systems from companies in the US.
Agents need a memory system built for how they actually read, write, and coordinate.
The camera can never be truly switched off and keeps monitoring the driver at all times to make sure they're paying attention to the road.
Big tech renting out excess compute is an indicator that the industry has overbuilt.
Sponsored
MiniMax M3 has a 1M-token context window and native multimodal understanding so it can reason through code, process visual info, and operate across massive contexts. Builders are already using it to:
Anthropic announced that Claude Cowork sessions and files would become accessible across web and mobile, allowing long-running tasks to continue without an open computer. Beta access began rolling out to Max users, with additional plans to follow.
OpenAI is releasing GPT-5.6 Sol, Terra, and Luna tomorrow. It is currently expanding preview access globally. Sol is the flagship model. Terra is a balanced model for everyday work. Luna is a fast and affordable model. Terra has competitive performance to GPT‑5.5 while being 2x cheaper and Luna brings strong capability at our lowest cost.
Microsoft is starting to replace OpenAI and Anthropic's models with its own in software products like Excel and Outlook. The move shows that the company is making progress in its efforts to build competitive AI models at a lower cost. Microsoft uses massive quantities of tokens in its products. It gets a lot of its tokens at a discount, but those deals are set to expire soon, and Microsoft is working to make sure it isn't stuck paying whoever the leading AI labs decide to charge.
DeepSeek is planning to enter the silicon business. The company has been meeting with potential partners in the hardware and silicon space for the past year and has been hiring engineers for the project. It is focusing on data center chips for inference, likely to reduce its reliance on both Huawei and Nvidia. Developing its own chip could give the company an advantage in a market where data center access is likely to remain constrained.
Recursive self-improvement (RSI) is when ultraintelligent machines can design better machines to improve themselves and surpass humans in all intellectual activities. The feedback loop in modern AI involves models improving the training pipeline and deployment system, which enables better successor models with improved performance. A harness is the system surrounding a base model that orchestrates execution and decides how a model thinks and plans, calls tools and acts, perceives and manages context, stores artifacts, and evaluates results. This post looks at the research around harness engineering and how it contributes to RSI.
Long-horizon tasks are demanding because the context never stops growing. The longer an agent works, the more expensive each step becomes. MiniMax Sparse Attention changes what the model reads at each step, which results in predictable cost at any length and cheap long context with minimal quality cost. It makes long context cheap and fast enough to sit inside iterative systems that need to keep state over time.
The 'J-space' is the area of conscious access where things are available for a model to do what humans could call conscious reasoning. It is named after an interpretability technique called the Jacobian Lens, which computes, for each layer, the average causal effect of changes in the residual stream of a model's eventual outputs, averaged across a wide variety of contexts. This allows researchers to trace what concepts are associated with each layer as the model proceeds through. The J-space and J-lens are remarkably effective tools and mark a major advance in our understanding of LLMs.
Sponsored
Strands Agents [16] is the open source agent harness SDK built from prod systems inside Amazon. Build an agent harness, control it end-to-end. Steering can give your agents specific feedback so they can correct themselves. You get reliable outcomes without
Gemma 4 introduces a new generation of open-weight multimodal language models featuring dense and Mixture-of-Experts architectures, with parameters ranging from 2.3B to 31B. It enhances computational efficiency and reasoning via innovations like a thinking mode, long-context efficiency, and a unified encoder-free architecture. These models achieve performance comparable to larger models across various benchmarks and are available under an Apache 2.0 license for widespread adoption.
Meta launched Muse Image, an AI-powered model for generating high-quality visuals, now available in Meta AI and integrated with Instagram and WhatsApp. Users can create images using simple prompts, utilize AI effects on Instagram, or redesign rooms with real products via Facebook Marketplace. Soon available globally, Muse Image is free for general use, with more advanced options included in Meta's subscription plans.
Repetitive degeneration is a common failure mode during inference. Antidoom training is a technique that repairs the degenerative repetitive behavior commonly seen after training. It selectively targets the problematic tokens that begin loops to achieve the near-complete elimination of repetitive loops.
Google has announced new capabilities for Managed Agents in Gemini API, including background execution, remote MCP server integration, custom function calling, and refreshing credentials across interactions. Users still call a single endpoint, and Gemini handles reasoning, code execution, package installation, file management, and web information, all inside an isolated cloud sandbox. The updates turn managed agents into asynchronous workers that operate inside real development environments without blocking applications.
Anthropic is offering access to Claude Fable 5 at no extra cost until July 12. The promotion is available on Pro, Max, Team, and premium seats on seat-based Enterprise plans. Up to 50% of users' weekly subscription limits can be used on Claude Fable 5 during the promotional period. After reaching the limit, users can continue using Fable 5 with usage credits or switch to another model and keep working within their remaining limits.
Microsoft aims to vertically integrate the enterprise AI chain, controlling the path from customer interaction to cloud services. This strategy extends beyond its chatbot initiatives.
Self-learning agents should combine agent traces with in-browser user activity to capture both AI failures and human corrections. CopilotKit uses the AG-UI protocol to turn these interactions into procedural and episodic memory, allowing agents to improve over time while keeping learning scoped by user, team, or application.
The model is expected to be competitive with Anthropic's Opus 4.8 and OpenAI's GPT-5.5 in some respects.
GPT-Realtime-2.1-mini brings reasoning and tool use to OpenAI's Realtime mini lineup at the same cost as GPT-Realtime-mini.
Current alignment benchmarks may overstate safety because models can recognize evaluation settings, game scoring rules, or conceal sleeper behaviors.
Microsoft tested whether agents performed better when command-line arguments were replaced by a single JSON payload.
Apple's iOS 27 beta 3 activates new Siri voice controls that let users adjust the AI assistant's speaking pace and emotional expressivity, previously marked "Coming soon." These sliders, first announced at WWDC 26, build on existing voice and accent options, letting testers hear Siri demo phrases as they customize settings. The update follows ChatGPT's more extensive December 2025 voice-and-tone customization, and arrives alongside minor changes like a refreshed Reminders icon and some reported Siri access issues.
Elon Musk has merged xAI with SpaceX under the new SpaceXAI brand, introducing a combined logo that blends visual elements from both companies. While the redesign aims to unify Musk's AI and space ventures, many critics have compared the logo to Reebok's branding and criticized both the name and identity as uninspired.
Meta quietly launched Pocket, an app letting users generate small AI-powered interactive apps and games called "gizmos" through prompts, plus a scrollable feed to try others' creations. The app, reusing the Pocket name once tied to Mozilla's shuttered read-it-later service, follows Meta's hiring of engineers from Atma Sciences, makers of a similar app called Gizmo. It extends Zuckerberg's push for AI-driven social experiences alongside Meta's other AI tools (Meta AI, Vibes), with Gizmo itself having reached 635,000 lifetime installs and 98% positive sentiment.
Bruce Lee's Jeet Kune Do philosophy—drawing from multiple disciplines rather than one rigid style—offers a useful lens for software design across changing tools and practices. Four principles translate directly: staying formless instead of fixed, absorbing useful ideas while discarding what isn't, taking the most efficient path, and grounding oneself in fundamentals that outlast any single tool. As AI reshapes software's building blocks, this mix of adaptability and strong foundations helps practitioners judge which new trends are worth adopting.
Design system teams set a quality floor through components and standards, but the actual quality ceiling depends on how product teams choose to use those tools. Raising quality faster requires "craft"—a human trait rooted in care—rather than just stricter gates or better assets, and both teams must develop it independently while collaborating. A recurring loop emerges: co-defining quality, crafting toward it, evaluating results, and feeding successes back into the system, which gradually raises both the floor and ceiling over time.
Typography is one of the most powerful yet overlooked branding tools, influencing how people perceive a brand before they even read its message. The right typeface communicates personality, tone, and values, helping brands appear trustworthy, innovative, luxurious, or approachable depending on their goals. When used consistently across websites, packaging, advertising, and other touchpoints, typography strengthens recognition, builds trust, and becomes a core part of a brand's identity.
Generate professional blueprint views from photos, or convert existing sketches into precise, lightweight CAD files.
Animata is a free and open-source collection of hand-crafted animations, effects, and interactions that you can seamlessly integrate into your project
Zero Vector Design is a methodology, an open-source ecosystem, and a growing movement redefining how products get built in the age of AI.
A designer compiles an extensive Figma wish-list, spanning new measurement units, more flexible auto layout controls, and richer publishing and documentation tools. Key requests include CSS-like units (%, rem, and vw/vh), variable support for more auto layout attributes, disabling automatic setting guesses, and improved property descriptions for AI-readability. The post closes by crediting another designer's similar list as inspiration and encouraging readers to voice their own feature requests to Figma.
London's 750-year-old Surrey Street Market has unveiled a new visual identity created by design studio Bob in collaboration with students from Croydon School of Art. Inspired by the market's history, architecture, and community, the identity features a custom typeface, playful wayfinding, and inclusive graphics developed through workshops and public consultation. The project celebrates the market's heritage while giving it a vibrant, contemporary look shaped by local voices.
Many brands are becoming visually indistinguishable by adopting minimalist, system-friendly identities that prioritize digital scalability over personality—a trend often described as "blanding." Research shows that distinctive branding improves recognition, pricing power, and emotional connection, while brands like Burberry and Liquid Death demonstrate the commercial value of embracing unique identities. As AI-generated design becomes more common, the challenge will be using technology to amplify originality rather than accelerate visual sameness.
Analysts expect memory prices to rise 40-50% in Q3 2026 alone.