Vida Wants To Bill for AI Agents by Results Rather Than Usage
Usage-based billing aligns the vendor's revenue with the agent taking longer. Outcome pricing inverts that.
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327 articles
Decagon's Voice 3 and PACT Prepare Customer Support for Agents on the Other End
Support systems spent decades modeling human behavior. Now some fraction of incoming requests are machines acting for people.
Creatify Post-Trained MiniMax H3 for Ads and Cut the Cost to Four Cents a Second
An advertiser does not need a model that renders a documentary. It needs one where the product looks right and the person does not morph mid-sentence.
Ant Group's Ling 3.1 Flash Activates 25B of 560B Parameters and Lands at 41
The interesting metric has moved from total parameters to active parameters, and the memory bill did not move with it.
Kandinsky 6.0 Open-Sources Video Weights That Generate Sound in the Same Pass
Generating plausible motion is solved enough that the interesting work has moved elsewhere, and the unsatisfying part has been the audio.
The AI Video Price War: Luma Cut Seedance Rates by Up to 73%, and Runway Started Selling Rivals
The engines are close enough now that the invoice is a better guide than the leaderboard.
A 260M Image Model Beat a Rival 6.5x Its Size by Looping the Same Blocks
Adding parameters still works. The more active work is about making a given model do more with less.
Two Voice Models Just Reset the Bar: 50ms to First Audio, and a 99M Model on a Laptop CPU
Quality converged, and the competition moved to where the model runs, how fast it starts, and what it costs per call.
Moonshot's Kimi K2.6 Runs a Thousand Agents at Once and Built a Compiler in Ten Hours
A thousand agents that each need supervision multiply the supervision, not the capacity.
Oracle Put Agent Orchestration Inside the ERP, and That Changes the Governance Math
Agent capability stopped being the headline. The headline is whether a company can prove, after the fact, exactly what its agent did.
Salesforce Gave Its Agents a Runtime That Runs for Weeks
The roster is the least interesting part. The runtime underneath it changes what an agent is for.
Cohere Put a Hard Ceiling on What an Enterprise Agent Is Allowed to Spend
An agent that runs unattended is an agent that can run up a bill unattended. North 2 makes the budget part of the product.