World fashions (techniques that synthesize life like video sequences from an preliminary picture and a set of actions) have gotten central to embodied AI, simulation, and robotics analysis. The core problem is scaling these techniques to generate minute-long, high-resolution video with out requiring prohibitively massive clusters for each coaching and inference. Best open-source baselines both require multi-GPU inference or sacrifice decision to remain inside compute budgets. NVIDIA’s SANA-WM straight targets these bottlenecks. Constructed on the SANA-Video codebase and obtainable by means of the NVlabs/Sana GitHub repository, it’s a 2.6B-parameter Diffusion Transformer (DiT) skilled natively for one-minute era at 720p with…
Author: Naveed Ahmad
banner(“§12 CLAUDE.md”) sh(“repowise generate-claude-md”) md = TARGET / “CLAUDE.md” if md.exists(): print(md.read_text()[:4000]) banner(“§13 MCP instruments by way of CLI”) base = [ (“get_dead_code”, “repowise dead-code –safe-only”), (“search_codebase”, ‘repowise search “timestamp expiry validation”‘), ] llm_only = [ (“get_overview”, ‘repowise query “Architecture overview please”‘), (“get_context”, ‘repowise query “Explain signer and serializer modules”‘), (“get_risk”, ‘repowise query “What is risky about changing signer.py?”‘), (“get_why”, ‘repowise query “Why are signers stateless?”‘), (“get_dependency_path”, ‘repowise query “How does URLSafeSerializer reach Signer?”‘), (“get_architecture_diagram”, ‘repowise query “Produce a Mermaid diagram of the package”‘), ] for title, cmd in base + (llm_only if HAS_LLM else []): print(f”n──── {title} ────”) sh(cmd)…
Indian ride-hailing firm Rapido mentioned on Friday it had raised $240 million in contemporary funding at a $3 billion valuation to compete higher within the nation’s rising however difficult mobility market. Led by Prosus, the fairness spherical noticed participation from present buyers, together with WestBridge Capital and Accel. The spherical was half of a bigger $730 million main and secondary financing. Rapido was beforehand valued at $2.3 billion throughout a secondary transaction final 12 months. Rapido mentioned the contemporary capital could be used to extend its footprint in high-growth markets, strengthen its driver community, and spend money on know-how and…
As AI fashions more and more turn out to be commoditized, startups are racing to construct the software program layer that sits on prime of them. One fascinating entrant into this house is Osaurus, an open supply, Apple-only LLM server that lets customers transfer between totally different native AI fashions, both regionally or within the cloud, whereas holding their information and instruments all on their very own {hardware}. Osaurus developed out of the concept for a desktop AI companion, Dinoki, which Osaurus co-founder Terence Pae described as a type of “AI-powered Clippy.” Dinoki’s prospects had requested him why they need…
President Trump and a delegation of U.S. officers left Beijing on Friday after two days of high-level talks with the Chinese language authorities, led by President Xi Jinping. Earlier than boarding Air Power One, White Home staffers and reporters needed to give up varied objects collected through the journey, together with workers burner telephones, credential badges, and lapel pins issued by China. These touring on Air Power One threw these objects in a bin on the backside of the aircraft’s stairs, in line with a journalist within the White Home press pool. “Nothing from China allowed on the aircraft,” Emily…
The most important electrical grid within the U.S., the PJM Interconnection, noticed costs almost double during the last yr, in response to a report printed yesterday by Monitoring Analytics, an impartial market monitor that serves as a kind of watchdog for the PJM grid. The offender? Knowledge facilities. Wholesale costs for one megawatt-hour of electrical energy rose to $136.53, up from $77.78 on the identical time final yr. Crain’s Chicago Enterprise was first to report on the spike. Monitoring Analytics pointed the finger at information facilities and PJM’s failure to deal with their surging demand adequately. The market monitor pulled…
Tesla Robotaxis have crashed not less than twice since July 2025 whereas a teleoperator was remotely driving the autos, in line with newly unredacted data submitted to the Nationwide Freeway Visitors Security Administration (NHTSA). Each crashes occurred in Austin, Texas, and occurred at low speeds. In every case, there was a security monitor behind the wheel and no passengers have been onboard. The brand new data comes only a few months after Tesla told lawmakers that it permits distant operators to pilot one of many firm’s autos so long as they keep below 10 miles per hour. “This functionality permits…
One of the crucial entertaining moments in VC this week was a chunk of rage-bait advertising and marketing from Normal Catalyst. In a now-viral publish on X that parodies the previous Mac vs. PC commercials, the enterprise agency — higher often known as GC — posted a “VC vs GC” video on Wednesday. The VC was performed by a tall actor in a dishevelled shirt and vest with a distinctly massive, bald head — an obvious dig at Andreessen Horowitz co-founder Marc Andreessen. (However the actual Andreessen by no means appears to be like that raveled). The GC character was…
class RoutedAgent: def __init__(self, server: MCPToolServer, router: HybridMCPRouter, mannequin: str): self.server = server self.router = router self.mannequin = mannequin def discover_exposed_tools(self, exposed_tool_names: Listing[str]) -> Listing[Dict[str, Any]]: return [t for t in self.server.tools_list() if t[“name”] in exposed_tool_names] def plan(self, activity: str, exposed_tools: Listing[Dict[str, Any]]) -> PlanOutput: directions = “”” You’re a planning agent in an MCP-like structure. You possibly can solely use the uncovered instruments. Determine whether or not instruments are wanted. Return strict JSON solely with keys: requires_tools: boolean tool_calls: array of objects with tool_name and arguments direct_answer_allowed: boolean planner_note: string Guidelines: – Use at most 3 device calls. -…
Buyers can’t appear to get sufficient of RJ Scaringe or his concepts. In lower than a decade, the serial entrepreneur greatest recognized for his EV firm Rivian, has raised greater than $12.3 billion from enterprise capital companies, in addition to strategic and institutional buyers for his three — and counting — startups. If the most recent $400 million increase for his new enterprise Thoughts Robotics is an indicator, buyers are nonetheless fortunately piling in. Outsized raises for newly minted startups have develop into extra widespread lately. However these hundred-million-plus seed rounds have typically been reserved for buzzy protection tech startups…