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Stable-DiffCoder introduces block diffusion continual pretraining for code LLMs, showing performance gains over autoregressive models across several programming benchmarks, especially for editing, reasoning, and low-resource languages.
One CEO of a frontier AI lab might say AI will replace all software engineers within the next few months, while another will say that current AI systems are nowhere near human-level intelligence. Neither is probably lying, they're just making statements that benefit their businesses. AI executives aren't neural experts. The truth is usually somewhere in the middle.
Clawdbot is an autonomous AI agent that runs locally and can execute real actions, not just generate text. Some features work immediately out of the box, like file management, basic research, and document processing, while advanced automations require hours or days of setup.
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Big Iron Bits is a 12-episode series of shorts following a CIO trying to kill the mainframe - only to learn why that's a terrible idea. Office hijinks, myth-busting, and surprising clarity. Start watching
Claude Chic is an alternative to Claude Code that visually organizes the message stream for legibility, organizes concurrent work trees, runs many sessions from the same window, and contains loads of quality-of-life features.
Video Arena has expanded from Discord to a public web interface, allowing wider access to evaluate 15 top video generation models.
Recent evaluations show models like Claude Sonnet 4.5 can perform multistage penetration attacks using only standard open‑source tools, lowering the barrier to autonomous exploitation.
FolioLM extends NotebookLM's capabilities directly into the browser, allowing users to query and transform web content accessed via tabs, bookmarks, and history.
Certain psychological and social dynamics emerge when a small group of people convince themselves they have discovered a truth so important that normal ethical constraints no longer apply to them.
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You want AI to be more than a never-ending work in progress, and that means enabling no-code, low-code, and pro-code development without IT gatekeepers standing in the way. Yet that doesn't mean governance goes out the window.
* Discover risks, orchestrate agents, and monitor threats in one place
Anthropic has upgraded Todos in Claude Code to Tasks, a new primitive that helps Claude Code track and complete more complicated projects and collaborate on them across multiple sessions or subagents. Claude can create Tasks with dependencies on each other that are stored in the metadata, mirroring how projects work. Tasks are stored in the file system so that multiple subagents or sessions can collaborate on them. Updates are broadcasted to all sessions currently working on the same Task List when one session updates a Task.
Google is expanding "Personal Intelligence" in Search, enabling AI Mode to use private context from Gmail and Photos for more personalized results.
Macro, positioning, flows, and market structure effects were the dominant drivers last year, particularly for assets outside of Bitcoin. It was a difficult year for much of the token market, but the year also saw advanced institutional adoption, clarified product-market fit, and compressed valuations across large segments of the ecosystem. A strong fundamental backdrop following a year-long bear market for the broader token universe could present an opportunity. Forward-looking setups appear increasingly asymmetric, provided fundamentals stabilize and breadth returns.
FlashAttention is an input/output aware algorithm that computes the same mathematical result as standard attention, but more efficiently. It uses reduced memory access and near-linear memory to achieve this. These optimizations lead to faster training and inference and enable models to handle longer sequences of tokens. FlashAttention-4, the latest iteration of optimized CUDA kernels, achieves a peak performance of 1,605 TFLOPS/s.
CopilotKit published a tutorial on building a fullstack Deep Agent app that includes resume ingestion, skill extraction, sub-agents with web search, and a streaming UI.
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Get from idea to live site in record time when you launch on Framer [11]. Hundreds of YC-backed founders have already designed and published BEAUTIFUL sites without dev resources. Now pre-seed and seed-stage startups get their first year free. Make your website the
Qwen3-TTS is a series of speech generation models that supports voice cloning, voice design, ultra-high-quality human-like speech generation, and natural language-based voice control. The models support 10 mainstream languages (Chinese, English, Japanese, Korean, German, French, Russian, Portuguese, Spanish, and Italian) along with various dialects. They exhibit strong contextual understanding, allowing them to adapt tone, rhythm, and emotional expression based on instructions and text semantics.
For agents to be truly helpful, the underlying models need to be able to understand what users are trying to do when they are interacting with them. Large multimodal LLMs are already good at understanding user intent, but this typically involves sending information to a server, which can be slow, costly, and carries the potential risk of exposing sensitive information. The task can be made more tractable for small models by separating user intent understanding into two stages.
D4RT is a unified AI model for efficient 4D scene reconstruction and tracking that achieves up to 300x efficiency over traditional methods. Utilizing a unified encoder-decoder Transformer architecture, D4RT processes scenes dynamically by answering targeted queries about 3D space and time from 2D video inputs. This speed and scalability suit applications in robotics and augmented reality.
RBench is a benchmark for robotics video generation, and RoVid-X is a million-scale dataset for training embodied video models.
Over 90% of Salesforce's 20,000 engineers now use Cursor in daily workflows, improving development speed and code quality. The shift has helped power product releases like Agentforce and signals broader industry trends in AI-assisted software engineering.
Raindrop's AI monitors agents by generating billions of labels monthly, detecting issues, and providing performance insights in the real world. Unlike Eval Driven Development, Raindrop focuses on monitoring after deployment, allowing real-world feedback and faster iteration. Monitoring tools are more effective for AI products due to their dynamic nature, offering comprehensive real-world performance insights that static evals can't match.
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 [20].
Claude Code is closer to a small game engine.
Skills added to AI assistants can introduce significant security risks by executing shell, network, and filesystem commands.
This post examines how Palantir's AIP Agentic Runtime secures agents across the full operational life cycle.
Inferact, the creator of an open source vLLM project, has raised $150 million in seed funding at an $800 million valuation in a round co-led by Andreessen Horowitz and Lightspeed Venture Partners.
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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.