ONE METRIC FOR TOTAL MARKETING SPEND
The marketing efficiency ratio (MER) compares total revenue to total marketing spend.
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The marketing efficiency ratio (MER) compares total revenue to total marketing spend.
70% of people are unable to correctly identify real vs. fake videos.
Uber Advertising is now expanding campaign reach beyond its own apps for the first time.
A list of Hollywood's 26 top marketing masterminds.
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Every finance task takes multiple steps. Check runway? Find the right report, cross-reference your burn, interpret the graph. Pay a contractor? Track down the invoice, navigate to transfers, fill in the details. Freeze a card? Dig through settings.
_*Mercury is a fintech company, not an FDIC-insured bank. Banking services provided through Choice Financial Group and Column N.A., Members FDIC._
AI startup Midjourney has announced a hardware project in the personal health and medical sector. Its full-body ultrasound machine, the Midjourney Scanner, requires users to be partially submerged in water. The company plans to build a fleet of 50,000 scanners, with the first to debut in a 'Midjourney Spa' location in San Francisco. The scanners don't use any AI. Midjourney is currently working on four hardware and four software initiatives and plans to ship at least two of those hardware efforts in the near term.
AWS is in talks to sell its Trainium AI chips to other companies for use in data centers. The company has so far resisted selling its chips as compute capacity for the current chips in its data centers is already sold out. Selling its chips to other companies may mean current customers will be left waiting, unless AWS has figured out how to manufacture more chips, which is unlikely.
NASA has hired Relativity Space to build a spacecraft to house a suite of scientific instruments, launch it into space, and fly it to Mars. The Aeolus mission will contain four instruments to measure and image Mars from orbit. It will provide the space agency with its first daily global view of dust, winds, and temperatures in Mars' atmosphere. The data will make it safer for landers and astronauts to visit the surface of the planet. The mission is set to launch in 2028.
A growing number of tech firms have started introducing usage-based pricing options for AI services rather than charging a flat subscription fee. The shift to this pricing model may lead to more selective use of the technology. It has forced businesses to confront their spending on AI and take stock of the return on that investment.
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Sites block, change, and CAPTCHA your agent until it stalls. Browserbase puts a real browser behind it so it can log in, navigate, and act on any site. It's self-healing when pages change and scales to thousands of concurrent sessions. Used by 10K+ teams, including Ramp, Lovable, and Deepmind. Get an API key now [13] or talk to an engineer.
Durability is a property of the entire execution layer underneath a loop. Durable orchestration is fundamental to building an agent loop architecture. This article breaks down the agent loop architecture. It explains where loops commonly break, what happens when things break, how to build an agent that builds its own skills, and more.
Clear is a programming language where the specification and implementation are in the same file. There's no translation step or drift between docs and behavior as they are the same artifact. Clear is built for agents to read and execute while being readable by everyone on the team. It compiles to any target without any change in the spec.
Intel shares jumped after President Donald Trump and Apple announced an agreement to work with the company to design and build chips in the US. Intel was underperforming for years until Lip-Bu Tan became CEO in March 2025. Trump initially raised concerns about Tan's potential close ties to China, but Tan's charm won him over. Intel has since received a lot of help from the Trump administration.
Coding agents, in theory, should free up time, allowing for larger blocks of deep work and rest. However, some developers are having the opposite experience. Agents can do more work, but they still need human oversight. Left unsupervised, they could potentially make a huge mess. Having an army of agents running simultaneously means there's no time for breaks.
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Pioneer monitors your model requests, surfaces more cost-efficient alternatives, and routes your traffic to smaller, cheaper models automatically.
Standard vesting gives employees an embedded call option on startup equity that's worth multiple times more than what investors are willing to pay for.
Emily Dalton Smith will continue to stay on to work with Andrew Bosworth until the handover to a replacement is complete.
Katalyst's spacecraft will attach to the Swift satellite, latch onto it, then boost its orbit back to a safe operating altitude.
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Ads get ignored on social media but not in TLDR! Reach developers, PMs, marketers, founders and other tech leaders where they actually
The human genome might not submit to the kind of straightforward input-output approach that such AI models ultimately assume because the genome isn't a blueprint or algorithm.
Gemma 4 E2B (QAT Mobile) runs fully on-device with WebGPU.
The economics of open source don't add up.
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Every layer of the AI stack runs CI on Buildkite: frontier labs (Cursor, Meta, OpenAI, Anthropic, Mistral, Cohere); inference (vLLM, Coreweave, Anyscale); ML platform infra (NVIDIA, Lambda, Hugging Face, Tecton); applied (Harvey, Persona, Anyscale).
OpenAI plans to launch GPT-5.6, potentially including Mini and Pro variants, next week. Key enhancements include a larger 1.5 million token context window, improved long-horizon coding, and faster Codex response times. Competitive pricing aims to undercut Anthropic, especially as US regulatory issues impact Anthropic's Claude Fable 5 availability.
Midjourney's new project is a medical machine that can scan a person's whole body in just 60 seconds. The Midjourney Scanner is not related to anything seen from the company so far. It can create a 3D map of users' bodies, down to a fraction of a millimeter, that looks similar to an MRI but at nearly a hundred times the speed. A full scan takes less than 60 seconds, compared to the 60 to 90 minutes it typically takes to do a full-body MRI. The company is building spas to house the machines for customers to use.
Perplexity Brain is a memory system that builds a persistent context graph across tasks, projects, decisions, files, and sources so agents can start with relevant context instead of starting from scratch. Brain links every memory to its original source, continuously updates and organizes knowledge over time, and improves answer correctness while reducing task costs through better retrieval and reuse of prior work.
MosaicLeaks highlights the privacy risks of deep research agents that combine private documents with web retrieval, often leaking sensitive information. The proposed solution, PA-DR, enhances both performance and privacy by reducing answer/full-information leakage from 34% to 9.9% while maintaining task success. PA-DR uses rewards for safe query construction rather than relying on user prompts, making agents perform better without compromising data security.
Reinforcement learning on realistic scenarios targeting beneficial traits can produce broad improvements across dozens of benchmarks measuring aligned and beneficial behavior. These gains generalize beyond the domains used for training and persist under adversarial pressure. This suggests that personas could be deeply entrenched in models, and RL may be a path towards entrenching beneficial personas.
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As part of the Spring ‘26 Edition, Shopify designers and developers built five shopping apps within days. With each running on Catalog API [12]for product discovery and Universal Commerce Protocol for the full commerce journey from discovery to checkout, they show what's possible
Claude Code now supports "artifacts," turning work sessions into live, shareable visual pages for tasks like PR walkthroughs and system explainers. Artifacts refresh automatically with updates and offer features like version history and privacy controls. Available in beta for Claude Team and Enterprise, artifacts improve collaboration by consolidating session context into a single, accessible page.
Google's AI Control Roadmap is a framework for building and managing the advanced AI deployed within the company. The approach adds a crucial layer of system-level security that provides assurance even if alignment is perfect. It incorporates safeguards like sandboxing, endpoint security, and prompt injection resistance. The roadmap uses AI alignment as a primary defense. It considers internal agents as potentially misaligned, providing assurance even if alignment isn't perfect.
ZPPO stores difficult questions in a replay buffer so the model can repeatedly train on them rather than seeing them only once. The method is designed to strengthen learning on challenging examples and improve rollout accuracy.
Yann LeCun criticized Elon Musk's xAI as a failure unable to compete with AI leaders like OpenAI and Anthropic. LeCun highlighted that Musk struggles to hire top talent due to past behaviors and must rent infrastructure to recover costs. He warned that AI labs must increase prices or cut costs to avoid a "big bubble explosion" due to high operational expenses.
Google is renting computing power from thousands of its microprocessors at an AI data center in Western New York to AI giant Anthropic. The move will help data centers raise cheaper debt. Google realized the commercial potential for its TPUs about two years ago and started investing in their inference capabilities. Its AI infrastructure team is now hyper-focused on improving chip performance.
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Scribe Optimize [18] automatically detects real workflows across your org and surfaces inefficiencies — so your AI initiatives are built on ground truth, not gut feel. No surveys. No guesswork. See what
OpenAI introduced new credit usage analytics and expanded spend controls for ChatGPT Enterprise.
DeepSeek told potential investors not to poach the startup's staff or encourage them to start their own companies.
Baseten specializes in providing software and computing capacity to companies tapping into lower-cost AI models.
A new and more difficult phase of the AI governance race with more politics and higher stakes has begun.
Anthropic has overhauled Claude Design two months after its viral launch, adding design system imports, a bidirectional Claude Code integration, and nine new export partners. The update directly addresses a critical flaw: token consumption so severe that early users exhausted most of their weekly Pro allowance in under 30 minutes on a single prototype. These changes reposition Claude Design from a flashy generative tool into an enterprise brand-compliance layer embedded across creative, coding, and business workflows.
Framer 3.0 arrives with AI Agents that can design full pages, handle breakpoints, build components, write code, and connect to a CMS, among other canvas-level tasks. Large teams get Branching, a feature designed to let them iterate safely and work alongside Agents. A new Community platform rounds out the release, giving creators a space to share work and earn.
The iOS 27 beta's new Siri AI design may reveal Apple's plans for a smaller Dynamic Island on the upcoming iPhone 18 Pro. Siri currently appears as a stretched oval on iPhones to match the width of today's Dynamic Island, but its orb-shaped design on iPad and Mac suggests Apple expects future iPhones to have a significantly smaller cutout—reportedly about 35% smaller—allowing Siri to appear in its intended spherical form.