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Understand and Accelerate Memory Processing Pipeline for Large Language Model Inference

Announce Type: replace Abstract: Modern large language models (LLMs) increasingly depends on efficient long-context processing and generation mechanisms, including sparse attention, retrieval-augmented generation (RAG), and compressed contextual memory, to support complex reasoning. We show that these optimizations can be unified into a four-step memory processing pipeline: Prepare Memory, Compute Relevancy, Retrieval, and Apply to Inference. Through systematic profiling, we identify a...

arXiv CS 8d ago

‘My diagnosis was a blessing’: composer Sally Beamish on tackling the condition that ruined every joyful memory

As she prepares to mark 70 with a birthday concert, the musician talks about her destructive mindset – and the steps she took to finally make sense of her life and music’s part in itIt was 2023. The holiday of a lifetime, in Australia, had begun, after two weeks at the Australian festival of chamber music, in which I’d played viola in several of my own works. I had fretted about this for months, not really believing that I could stand up as a soloist and deliver.

The Guardian Culture 2d ago

‘My diagnosis was a blessing’: composer Sally Beamish on tackling the condition that ruined every joyful memory

As she prepares to mark 70 with a birthday concert, the musician talks about her destructive mindset – and the steps she took to finally make sense of her life and music’s part in itIt was 2023. The holiday of a lifetime, in Australia, had begun, after two weeks at the Australian festival of chamber music, in which I’d played viola in several of my own works. I had fretted about this for months, not really believing that I could stand up as a soloist and deliver.

The Guardian UK 2d ago

Family's heartbreak over sudden death of 'kindest' schoolgirl, 10, as they make request

Family's heartbreak over sudden death of 'kindest' schoolgirl, 10, as they make request Grace Mahon, 10, will be laid to rest on Friday following her sudden death last Saturday as family members, friends, her teachers and the football club she played for pay tribute The devastated parents of "wonderful" and "kind" young girl have made a touching request in her memory as they prepare for her funeral on Friday. Tragic 10-year-old Grace Mahon died suddenly last weekend, her family announced....

Daily Mirror 6d ago

DMF: A Deterministic Memory Framework for Conversational AI Agents

arXiv:2606.03463v1 Announce Type: new Abstract: Conversational AI agents require memory systems that are both scalable and semantically coherent across long interaction horizons. Existing approaches rely predominantly on large language model (LLM)-based summarisation at write time, which introduces non-determinism, escalating token costs, and opacity in pruning decisions. We present the Deterministic Memory Framework (DMF), a CPU-first approach that replaces generative memory compression...

arXiv CS 7d ago

Destiny's child Andreeva rides belief into Roland Garros semi-finals

Destiny's child Andreeva rides belief into Roland Garros semi-finals PARIS, June 2 : Mirra Andreeva said she believed destiny was guiding her French Open run as the Russian teenager charged into the semi-finals on Tuesday 12 months since her tearful implosion after being targeted by the Roland Garros crowd. Under the roof on Court Philippe Chatrier, the 19-year-old reminded fans of her title credentials with a 6-0 6-3 win over Romanian veteran Sorana Cirstea in 56 minutes, and left the court...

Channel News Asia 8d ago

Dav2d

Let dav2d be dav2d A codec does not really exist until everyone can decode it. Today, we announce dav2d, a fast decoder for the new AV2 codec, developed by members of the VideoLAN community. A few weeks ago, we opened the repository and started development in public.

Hacker News 10d ago

Absorbing Complexity: An Interaction-Native Knowledge Harness for Financial LLM Agents

arXiv:2606.01886v1 Announce Type: new Abstract: Financial AI agents often fail for a simple reason: they make users carry the complexity. A user must repeatedly restate goals, risk preferences, portfolio context, past judgments, and shifting market assumptions, while the agent answers, retrieves, acts, and forgets. In finance, this is not just inconvenient.

arXiv CS 8d ago

Don’t Build the Arch

The meanings of words such as honor, sacrifice, and humility have been leaking away from American civic life like red blood cells from an anemic. But if there’s one place where they retain their rich, sticky, life-giving force, it’s surely in the air around the Lincoln Memorial and Arlington National Cemetery. The cemetery is where Americans remember those who sacrificed their lives for the nation.

The Atlantic 7d ago

Construction for UFC stage has tourists fuming over blocked views at the Lincoln Memorial

Construction for UFC stage has tourists fuming over blocked views at the Lincoln Memorial Some visitors have said the ongoing construction for UFC Freedom 250 press conference disrupted their visit to the Lincoln Memorial - Bookmark - CommentsGo to comments Lincoln Memorial visitors were met with temporary fencing, stage lights, large monitors and crews preparing to turn the historic location into an Ultimate Fighting Championship press conference ahead of Friday’s kickoff to President...

The Independent World 3h ago