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Your King Charles banknotes could be 'worth thousands' - check the serial number
Your King Charles banknotes could be 'worth thousands' - check the serial number Here are the coveted serial numbers to look out for Brits are encouraged to check any new banknotes they receive, as they could potentially be worth a small fortune. An expert suggested that notes bearing King Charles III with low serial numbers could fetch “thousands” when sold to collectors. In a video posted on TikTok, an expert known as the Coin Collecting Wizard revealed what to look out for.
Clairvoyant: Predictive SJF Scheduling to Mitigate Head-of-Line Blocking in Serial LLM Backends
Announce Type: new Abstract: Serial LLM inference backends -- such as Ollama -- process requests one at a time under FCFS admission, causing Head-of-Line Blocking (HOLB) under mixed workloads at high utilisation: short factual queries can be delayed by minutes behind long generation jobs. While cloud-scale deployments mitigate HOLB via continuous batching (vLLM, Orca), these solutions require tens of GB of VRAM for concurrent KV-caches -- infeasible for memory-constrained edge and local...
Accused serial killer arraigned on fifth murder charge
Accused serial killer arraigned on fifth murder charge Jesse Calhoun's defense attorney entered a not-guilty plea on his behalf - Bookmark A man accused of killing multiple women and disposing of their bodies in the Portland area was arraigned on Wednesday on a fifth murder charge. Jesse Calhoun entered a not-guilty plea through his defense attorney during a hearing in Portland attended by relatives of the victims. Calhoun did not speak during the proceedings, which followed his indictment...
Serial rapist ex-NFL player transferred from prison to halfway house
Darren Sharper, who pleaded guilty or no contest to raping women in four states, is projected to be released in 2028Admitted serial rapist and former National Football League champion Darren Sharper has been transferred from federal prison to a halfway house program with his projected 2028 release date nearing. In a statement to the Guardian on Monday, a US Bureau of Prisons (BoP) spokesperson said Sharper, 50, was transferred on 27 May from a federal correctional institution near Elkton,...
A thalamus–brainstem attractor network drives history-biased decisions
Abstract Natural environments often change gradually, making it adaptive to bias decisions on the basis of the recent past — a phenomenon known as serial dependence1,2,3. Large-scale recordings during behaviour have identified that serial dependence is a common motif for decision-making, with neural representations of past experiences found throughout the brain4,5,6,7,8,9,10,11. However, it remains unclear whether this bias arises from dedicated neural circuits with history-specific...
Don't Ask the LLM to Track Freshness: A Deterministic Recipe for Memory Conflict Resolution
arXiv:2606.01435v1 Announce Type: new Abstract: LLM-based memory systems increasingly maintain facts that evolve over time, where a recurring failure is conflict resolution: when a fact has multiple contradictory values, which should the agent return? MemoryAgentBench (MAB; Hu et al., 2026) makes this explicit in its FactConsolidation task: facts are numbered, the counterfactual has the higher serial, and agents are told newer facts have larger serials. Yet every published system...
SemStruct: Contextualizing Semantic Embeddings with Structural Information for Schema Matching
arXiv:2605.30729v1 Announce Type: new Abstract: Schema matching is a fundamental step in integrating heterogeneous data sources. While Pre-trained Language Models (PLMs) have revolutionized this task by capturing linguistic semantics, they typically process tabular data as serialized text sequences of standalone column descriptions. This serialization discards critical structural information -- specifically, the row-level co-occurrences, i.e. the relational context -- forcing models to rely...
ESP32 Bit Pirate, a Hardware Hacking Tool with WebCLI That Speaks Every Protocol
ESP32 Bit Pirate is an open-source firmware that turns your device into a multi-protocol hacker's tool, inspired by the legendary Bus Pirate. It supports sniffing, sending, scripting, and interacting with various digital protocols (I2C, UART, 1-Wire, SPI, etc.) via a serial terminal or web-based CLI.