Why AI Agent Pricing Is Still Unsolved and What It Means for How You Track Costs

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Image source: Pixabay.com/Placidplace TL;DR Unlike traditional SaaS, AI agents deliver uncertain value at a cost that keeps shifting, and that combination breaks the pricing logic SaaS was built on. Every pricing model on the market today is a bet on a different definition of value, and each bet creates its own unit-economic problem. Your pricing … Read more

Why a Disgusting Parasite Study Just Exposed Your Broken B2B Content Strategy

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Wanna be grossed out for a sec? Just days ago, researchers at the Howard Hughes Medical Institute (HHMI) published a landmark study. A team of two dozen scientists successfully mapped the mitochondria of five notorious parasites—including the nightmare bugs responsible for sleeping sickness and giardiasis. When they looked under the microscope, they found something remarkable: … Read more

Stop Building Dumb Friction Into B2B Compliance

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How product teams can make verification feel clearer without weakening the controls behind it By Quadri Ismail I have watched compliance managers spend days moving between government portals and internal systems to confirm information their own company already held, while an international business payment waited. The exact time and number of portals vary by case, … Read more

Meta to create a new class of shares to fund AI push

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Meta says it’s issuing a new class of shares to fund its AI initiatives. As part of its third-quarter earnings report released on Wednesday, the company says the non-voting stock will also go toward potential acquisitions and employee compensation, with trading beginning in 2027. “The scale of investment required to compete, sustain growth, expand infrastructure, … Read more

Adaptive agentic intelligence framework using Strands Agents

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Organizations building AI agents face a common challenge: Every request, whether a routine status check or complex analysis, typically gets routed to a single large, expensive model. This one-size-fits-all approach can drive up API costs, introduce unpredictable latency, and remove the possibility of offline operation. Even routine queries that could resolve locally end up requiring … Read more

Don’t Hand Claude Your Docker Socket — Build It a Guarded One

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Source Code & Test Harness: The complete, tested codebase for this implementation is available on GitHub at SivaSaiKrishnaSuryadevara/docker-mcp-guardian. Here is a line I keep finding in Docker MCP server setups: volumes: – /var/run/docker.sock:/var/run/docker.sock:ro The :ro reads like a safety guarantee. It isn’t one. A read-only bind mount stops the container from replacing or deleting the … Read more

Frozen Privilege: Remote Code Execution in Snowflake-Managed PostgreSQL

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We uncovered a critical remote code execution vulnerability in Snowflake-managed PostgreSQL, highlighting hidden risks in cloud services. Varonis Threat Labs uncovered a remote code execution (RCE) vulnerability in Snowflake-managed PostgreSQL that turns an ordinary database privilege into control of the underlying server by chaining together legitimate features. The security risk extends beyond a single database … Read more

New York’s first microdrama film festival searches for its audience

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Actors Taye Diggs, Autumn Federici, Gary Entin, Troy Brookins, Edmund Entin and Eric Guilmette attend the world premiere of Microhouse Films and Lifetime’s Reunion Island during the ALZA Festival. | Getty Images for Lifetime. It remains to be seen if people really want to watch vertical content on horizontal TV screens, but many filmmakers and … Read more

Meta says it would’ve made over $22 billion if it didn’t have to pay a child safety settlement

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Meta had to shell out $9.89 billion to pay for a chunk of the child safety settlement it reached with US attorneys general. That’s according to the company’s third-quarter earnings report released on Wednesday, which says Meta’s income from operations would have been $22.89 billion without the settlement. In August, Meta agreed to pay $17.1 … Read more

PHP: The three letters that shut down sites all over the internet today

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Two bugs found with AI are behind major issues today for 4chan, DeviantArt, Wikipedia, and the blog where the bar around the corner posts pictures of people’s dogs. The “critical vulnerabilities” were discovered in the PHP programming language, which underpins much of the internet, including any site built on WordPress. But it’s far bigger than … Read more

Bose acquires Skullcandy to help it reach a wider audience

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Bose announced today it has acquired Skullcandy. Although the two companies are competitors in the consumer audio space, Skullcandy recently partnered with its new owner to bring several of Bose’s audio technologies – including its head-tracking spatial audio and excellent active noise cancellation (ANC) – to products like the Skullcandy Crusher 1080 ANC headphones and … Read more

Train Qwen3 on AWS Trainium with torchtitan

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Using torchtitan on AWS Trainium means using it the way you always have. TorchNeuron registers Trainium as a native PyTorch device, which lets torchtitan use it through standard PyTorch interfaces. You can use these configurations to pre-train from random initialization or fine-tune published weights. You can also customize the model implementation and kernels for your … Read more