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New Zealand tells US it lacks billions ‘under the couch’ to raise defence spending
New Zealand does not have the fiscal headroom to increase defence spending to the levels the US might expect, Finance Minister Nicola Willis said. US Defence Secretary Pete Hegseth told delegates at an Asia security forum in Singapore on Saturday that New Zealand’s target of raising defence spending to 2 per cent of the economy is not enough and was an example of “freeloading”. He hinted that nations should aspire to a target as high as 3.5 per cent.
The better the autopilot the worse the pilot
The argument for automation is that it frees up cognitive bandwidth. Fewer routine decisions means more headroom to think carefully about the ones that matter. What actually happens is the opposite: when a system reliably handles a task, the human monitoring it gradually stops monitoring, because nothing ever goes wrong, and sustained attention without feedback is not something brains do voluntarily.
Netflix wiz creates app to slash AI bills, then open sources it
As the COOs from both Uber and Microsoft recently learned, encouraging company engineers to use AI aggressively can lead to hefty usage bills, perhaps even offsetting all the gains from laying off employees. The AI bills at Netflix may not be so eye-popping thanks to company senior engineer Tejas Chopra, who has created software to prune agent instructions, as measured in tokens, before they hit the LLM. Chopra has estimated that as much as 90% of tokens are redundant to the giant thinking...
CountsDiff: A Diffusion Model on the Natural Numbers for Generation and Imputation of Count-Based Data
arXiv:2604.03779v2 Announce Type: replace Abstract: Diffusion models have excelled at generative tasks for both continuous and token-based domains, but their application to discrete ordinal data remains underdeveloped. We present CountsDiff, a diffusion framework designed to model distributions on the natural numbers. CountsDiff extends the Blackout diffusion framework by simplifying its formulation through a direct parameterization in terms of a survival probability schedule and an explicit...
Capacity, Not Format: Rethinking Structured Reasoning Failures
Announce Type: new Abstract: Prior work treats structured output as a reasoning tax, but this framing is incomplete: the cost of formatting depends strongly on a model's spare capacity. Using information-matched prose controls and a four-level schema complexity gradient, we separate format-specific effects from prompt-length confounds across 4 models and 5 benchmarks with 0% parse failures on successfully generated responses.
India holds rates, ramps up measures to support faltering rupee
India holds rates, ramps up measures to support faltering rupee MUMBAI, June 5 : The Reserve Bank of India held its policy rate steady on Friday and unveiled steps to pull in dollars, seeking to shore up an embattled rupee as the economy grapples with costly oil and foreign outflows. The measures include scrapping capital gains tax for foreign holders of government bonds, sweetening dollar deposit schemes for non-resident Indians, and subsidising hedging costs for offshore borrowing. The...
The Speed of Prototyping in the Age of AI
Note: These are personal reflections on how my workflow has shifted over the past year, not a pitch for any tool. Your mileage will (and probably should) vary. A few years back I wrote about my love of throwaway prototypes; those little proof-of-concepts that exist purely to get an idea out of your head and into something tangible.
Surface Laptop Ultra: Made for World Makers
Introducing Surface Laptop Ultra: Made for world makers The world is full of makers. Only a few make the world. Surface Laptop Ultra is for them.
Fast LLM-Based Semantic Filtering: From a Unified Framework to an Adaptive Two-Phase Method
arXiv:2606.08090v1 Announce Type: new Abstract: Evaluating a natural-language yes/no predicate over a document corpus under an accuracy target - the semantic filter - is a cornerstone of LLM-based data processing. Calling the LLM on every document (the oracle) is prohibitive, so cascades pair the oracle with a fast proxy. As deployed today, they leave four limitations on the table.
Rivian R2 2026: Specs, Price, Availability
For years, Rivian made one argument: Serious all-electric adventure vehicles had to cost serious money. The R1S, still one of the more capable off-roaders on any surface, starts at $75,900. The Tri Max configuration tips well past $105,000.