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Token Budgets: An Empirical Catalog of 63 LLM-Agent Budget-Overrun Incidents, with an Affine-Typed Rust Mitigation as a Case Study
Announce Type: new Abstract: LLM-agent budget overruns are a documented production failure class: a single retry loop can spend thousands of dollars before an operator notices, and the in-process integrity properties that would prevent it (no aliasing, no double-spend, no use-after-delegation of a cost-bearing value) are enforced, if at all, by ad-hoc wrappers rather than by the type system. Our central contribution is empirical: a catalog of 63 confirmed production incidents from 21...
The ACT budget papers are out. Here are the five key takeaways
ACT budget papers reveal rising rates and a delayed surplus, as health levy scrapped Wed 10 Jun 2026 at 5:00pm After weeks of build-up, the full details of the ACT's budget have been revealed. And after dealing Canberrans a tough set of cards in his first budget, Treasurer Chris Steel's second has far fewer surprises. Let's take a look at the key takeaways from the 2026-27 ACT budget.
Aligning Tree-Search Policies with Fixed Token Budgets in Test-Time Scaling of LLMs
Announce Type: replace Abstract: Tree-search decoding is an effective form of test-time scaling for large language models (LLMs), but real-world deployment often imposes a fixed per-query token budget that varies across settings. Existing tree-search policies are largely budget-agnostic, treating the budget merely as a termination condition, thereby risking late-stage over-branching or premature termination. We propose Budget-Guided MCTS (BG-MCTS), a tree-search decoding algorithm that...
Japanese bond yields are the highest in 40 years. The budget and a 'red flag' from PM Takaichi have markets nervous
Japanese Prime Minister Sanae Takaichi is compiling a supplementary budget to help households with the cost of living, but it's also created skepticism about whether she can stick to her promises about debt issuance. The budget was largely in line with market expectations, at about 3 trillion yen ($19 billion), but comes as Japan still struggles with higher energy prices, rising subsidy costs, and a weak yen. The budget also marks a reversal from her earlier position that extra spending was...
Japan cabinet approves US$19 billion extra budget in response to Iran war
Japan Cabinet approves US$19 billion extra budget in response to Iran war TOKYO: Japan's Cabinet approved on Wednesday (Jun 3) a US$19 billion supplementary budget to support households struggling with soaring everyday costs driven by the Iran war. The extra budget was "decided" at a Cabinet meeting, the prime minister's office said on its website.
Live: SA government hands down 2026 budget
live SA government hands down first budget since resounding election win Skip to timeline The SA government is about to hand down its first budget since winning the March election in a landslide. It's the first budget Tom Koutsantonis has delivered since he returned to the treasury portfolio last September. We will bring you all the updates as they unfold.
Council worker stole more than half of annual budget and spent it on drug binges
Council worker stole more than half of annual budget and spent it on drug binges Steven Gillingwater, 36, stole more than £65,000 - around 60 per cent of the council's budget - by forging signatures on dozens of cheques and diverting the cash to his own account A trusted council worker who blew more than half the authority's annual budget on cocaine binges has been jailed. Steven Gillingwater was employed at Colnbrook and Poyle Parish Council from May 2023 to manage its administration and...
EasyJet shares surge after budget airline brands takeover talks from US firm 'highly opportunistic'
EasyJet shares surge after budget airline brands takeover talks from US firm 'highly opportunistic' No-frills airline easyJet has dismissed a takeover approach from a US investment firm as "highly opportunistic" as shares in the budget airline jumped as much as 13% this morning Shares in easyJet soared after bosses at the British budget airline knocked back a takeover swoop. The Luton-based airline branded an approach by US investment firm Castlelake “highly opportunistic”. It also confirmed...
No surprises but risks aplenty in Tom Koutsantonis's comeback budget
analysis No surprises but risks aplenty in Tom Koutsantonis's comeback budget Fri 5 Jun 2026 at 6:25am If a week's a long time in politics, nine years is an eternity. Yet some things haven't changed since Labor Treasurer Tom Koutsantonis last handed down a state budget in 2017. Back then, the Weatherill government was negotiating a support package for the Whyalla steelworks after the collapse of Arrium, putting up more than $50 million for a new owner.
Young Australians reject budget as One Nation popularity climbs further
Young Australians reject budget, One Nation popularity climbs further in new poll Sun 31 May 2026 at 9:09pm In short: Labor's budget has been poorly received across all demographics, according to a Redbridge poll. One Nation's primary vote continues to climb and now leads against both major parties.. Pollster Tony Barry says Labor has "a lot of ground to cover" to improve voter perceptions.