David Sandberg has responded and said “This was an internal promo video that was never supposed to be seen by the public. I feel bad because it contains a bunch of plot points and temp VFX,” Sandberg told Variety in a statement. “I hope at least people can see the passion that we poured into the movie, the world deserves to see it as it was meant to be seen. This movie has been held hostage for the past 5 years but I promise to keep fighting for it and make sure this film gets the chance it truly deserves.”
Immersive video offers a 6-Dof-free viewing experience, potentially playing a key role in future video technology. Recently, 4D Gaussian Splatting has gained attention as an effective approach for immersive video due to its high rendering efficiency and quality, though maintaining quality with manageable storage remains challenging. To address this, we introduce GIFStream, a novel 4D Gaussian representation using a canonical space and a deformation field enhanced with time-dependent feature streams. These feature streams enable complex motion modeling and allow efficient compression by leveraging their motion-awareness and temporal correspondence. Additionally, we incorporate both temporal and spatial compression networks for endto-end compression.
Experimental results show that GIFStream delivers high-quality immersive video at 30 Mbps, with real-time rendering and fast decoding on an RTX 4090.
DB Browser for SQLite (DB4S) is a high quality, visual, open source tool designed for people who want to create, search, and edit SQLite or SQLCipher database files. DB4S gives a familiar spreadsheet-like interface on the database in addition to providing a full SQL query facility. It works with Windows, macOS, and most versions of Linux and Unix. Documentation for the program is on the wiki.
If you’re serious about AI Agents, this is the guide you’ve been waiting for. It’s packed with everything you need to build powerful AI agents. It follows a very hands-on approach that cuts down your time and avoids the common mistakes most developers make.
𝗛𝗲𝗿𝗲 𝗮𝗿𝗲 𝘁𝗵𝗲 𝘁𝗼𝗽 10 𝗞𝗲𝘆 𝗧𝗮𝗸𝗲𝗮𝘄𝗮𝘆𝘀 𝗳𝗿𝗼𝗺 𝗢𝗽𝗲𝗻𝗔𝗜’𝘀 𝗚𝘂𝗶𝗱𝗲: ➜ Agents = Autonomy: Unlike simple chatbots, agents are autonomous systems that can handle complex tasks, make decisions, and manage workflows without constant human input. They go beyond pre-programmed responses.
➜ When Should You Build an Agent? If your task requires nuanced decision-making or complex data handling, like fraud detection, claims processing, or automated content moderation, building an agent is your solution.
➜ Key Components of an Agent: Every agent relies on three crucial elements: a reasoning model (for decision-making), tools (for action), and instructions (for guiding behavior). Ensure these components are designed robustly for efficiency.
➜ Tools Empower Agents: Tools allow agents to interact with the external world, whether querying databases, making API calls, or sending emails. They significantly expand an agent’s capabilities beyond just processing language.
➜ Clear Instructions Lead to Success: Avoid ambiguity in the instructions. The more specific and detailed your instructions are, the better the agent will perform, especially for complex tasks or edge cases.
➜ Start Simple, Then Scale: Start with a single-agent system to solve one task. Only expand to multi-agent systems when the complexity of the problem demands it. Managers can supervise multiple agents but start small for better control.
➜ Guardrails Are Essential: Build safety layers into your agents. Ensure they operate within desired parameters by setting up guardrails to prevent risky or undesirable behaviors—especially when dealing with sensitive data or high-stakes tasks.
➜ Incorporate Human Oversight: For high-risk operations, include human oversight. A “human-in-the-loop” approach allows for corrective actions before mistakes or undesirable outcomes occur, ensuring your agent stays on track.
➜ Iterate and Improve: Don’t expect perfection at first. Launch small, validate with real users, and continuously improve. Agents evolve and become more valuable with each iteration as they learn and adapt to new tasks.
➜ 𝗔𝗜 𝗔𝗴𝗲𝗻𝘁𝘀 𝗗𝗿𝗶𝘃𝗲 𝗕𝘂𝘀𝗶𝗻𝗲𝘀𝘀 𝗧𝗿𝗮𝗻𝘀𝗳𝗼𝗿𝗺𝗮𝘁𝗶𝗼𝗻: AI agents are no longer just a tech trend; they are at the heart of reshaping business operations. The real challenge is how quickly companies can adapt their processes to leverage AI-driven automation and decision-making.
➜ 𝗖𝘂𝘀𝘁𝗼𝗺𝗶𝘇𝗮𝘁𝗶𝗼𝗻 𝗳𝗼𝗿 𝗜𝗻𝗱𝘂𝘀𝘁𝗿𝘆-𝗦𝗽𝗲𝗰𝗶𝗳𝗶𝗰 𝗡𝗲𝗲𝗱𝘀: AI agents need to be tailored to the unique challenges of different industries. Whether it’s healthcare, finance, or manufacturing, customizing AI agents to solve specific industry problems can unlock higher efficiency and value.
➜ 𝗦𝘁𝗿𝗼𝗻𝗴 𝗚𝗼𝘃𝗲𝗿𝗻𝗮𝗻𝗰𝗲 𝗙𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸𝘀 𝗔𝗿𝗲 𝗘𝘀𝘀𝗲𝗻𝘁𝗶𝗮𝗹: Unlike traditional automation, AI agents require robust governance to ensure ethical behavior and compliance with regulations. Businesses need to establish clear policies to mitigate risks and build trust in AI systems.
➜ 𝗖𝗼𝗹𝗹𝗮𝗯𝗼𝗿𝗮𝘁𝗶𝗼𝗻 𝗕𝗲𝘁𝘄𝗲𝗲𝗻 𝗛𝘂𝗺𝗮𝗻𝘀 𝗮𝗻𝗱 𝗔𝗜: AI agents should enhance, not replace, human work. The real power lies in how AI agents can work alongside human expertise to free up employees for higher-level strategic tasks, making businesses more agile and competitive.
➜ 𝗗𝗮𝘁𝗮 𝗜𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻 𝗮𝗻𝗱 𝗦𝗰𝗮𝗹𝗮𝗯𝗶𝗹𝗶𝘁𝘆 𝗔𝗿𝗲 𝗖𝗿𝗶𝘁𝗶𝗰𝗮𝗹: For AI agents to succeed, they must seamlessly integrate with existing data systems. Companies need to invest in scalable data infrastructure to handle the growing complexity of AI systems, ensuring they can expand as needed across various business functions.
Maya blue is a highly unusual pigment because it is a mix of organic indigo and an inorganic clay mineral called palygorskite.
Echoing the color of an azure sky, the indelible pigment was used to accentuate everything from ceramics to human sacrifices in the Late Preclassic period (300 B.C. to A.D. 300).
A team of researchers led by Dean Arnold, an adjunct curator of anthropology at the Field Museum in Chicago, determined that the key to Maya blue was actually a sacred incense called copal. By heating the mixture of indigo, copal and palygorskite over a fire, the Maya produced the unique pigment, he reported at the time.
If you’re serious about protecting your IP, client relationships, and professional credibility, you need to stop treating generative AI tools like consumer-grade apps. This isn’t about fear, it’s about operational discipline. Below are immediate steps you can take to reduce your exposure and stay in control of your creative pipeline.
Use ChatGPT via the API, not the public app, for any sensitive data.
Isolate ComfyUI to a sandboxed VM, Docker container, or offline machine.
Audit every custom node, don’t blindly trust GitHub links or ComfyUI workflows
Educate your team, a single mistake can leak an unreleased game asset, a feature film script, or trade secrets.
The new Vancouver virtual stage will measure 50 feet in diameter, 23 feet tall, and will have a 14 foot deep semi-circle to surround actors and physical sets with a digital environment. There’s also two movable wild walls 20 feet wide and 16.5 feet tall and mounted on a ground-hover system to allow quick repositioning, especially for capturing car driving scenes.
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