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Can AI help solve the COBOL code crisis?

01 / IN FOCUS

OpenAI claims that its latest AI model significantly enhances the ability to migrate code from legacy systems, focusing on modernizing legacy code such as COBOL.

The Verge · AI

When Traction Becomes Personal Exposure: What The Joonko Guilty Plea Means For Founders

02 / IN FOCUS

Former Joonko CEO Pleads Guilty to Securities Fraud: False Customer and Revenue Statements Result in Personal Liability for the Founder

Crunchbase AI

Tsinghua AI Open-Sources AKV, a Cache Engineering Server for LLM Agents on SGLang

03 / IN FOCUS

Tsinghua University and The Chinese University of Hong Kong jointly open-source AKV: an engineering service system for KV caching tailored to LLM agents.

MarkTechPost

04 / IN FOCUS

SAGE Benchmark and GAR Framework Released: Advancing Multimodal Semantic Alignment Evaluation

arXiv cs.CL

05 / IN FOCUS

The study proposes a multimodal approach to predict the successful perception of dyadic conversations between individuals with and without autism.

arXiv cs.CL

06 / IN FOCUS

Research has released the Latin-specific language model LAMB, along with two new corpora: Acervus and Corpus Trinum.

arXiv cs.CL

07 / IN FOCUS

New research finds: The existing critic in reinforcement learning can be directly repurposed as a confidence estimator for large language models.

arXiv cs.CL

08 / IN FOCUS

SpecMem introduces a real-time tool-call memory management mechanism, enhancing the agent’s response speed.

arXiv cs.CL

09 / IN FOCUS

The study proposes a new paradigm of fuzzy-aware structured generation driven by graph reasoning.

arXiv cs.CL

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ClaudeAI Assistants & Search

Claude is an AI assistant launched by Anthropic that can assist with writing, reading materials, analyzing data, and programming through conversation, and can organize some tasks into editable documents, spreadsheets, or presentation files. It’s ideal for individuals and teams who want to connect their ideas, materials, and drafts.

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GeminiAI Assistants & Search

Gemini is Google’s AI assistant, which can assist with writing, planning, organizing information, and analyzing uploaded files through conversation. It can also use Deep Research to retrieve information on a topic and generate research reports.

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MidjourneyImage Generation & Editing

Midjourney is an AI-powered creative tool that generates visual artworks from text and reference images. On the web-based Create page, you can enter prompts, compare generated versions, and then continue creating using features such as variations, editing, upscaling, or converting images to video.

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KreaImage Generation & Editing

Krea is an AI visual creation workspace that can generate images from text or reference images, compare different models and variants, and then perform editing, detail enhancement, and upscaling. It also provides access to video and other creative tools.

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RunwayVideo & Animation

Runway is an AI platform that integrates video generation, visual editing, and creative workflows. Starting from text, images, or existing clips, users can generate or modify shots, then extend, upscale, and export them—serving concept shorts, advertisements, and other visual productions.

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SunoMusic & Audio

Suno is an AI music platform that creates songs from text descriptions, lyrics, and reference materials. Users can generate vocal tracks or instrumental music, then use features like editing, remixing, and audio track separation to further produce and share their creations.

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ElevenLabsSpeech & Transcription

ElevenLabs is a platform that offers AI-powered voice generation, audio creation, and voice-enabled agents. Creators can produce voiceovers, audiobooks, podcasts, and localized content, while developers can leverage its APIs to integrate speech synthesis, transcription, and conversational capabilities.

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Notion AIOffice & Productivity

Notion AI is an AI assistant integrated into Notion workspaces, designed to search team knowledge, generate and edit pages, manage databases, and organize meeting notes. By leveraging the context of your workspace and connected apps, it helps you complete information retrieval, content organization, and follow-up tasks all within the same working environment.

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GammaOffice & Productivity

Gamma is an AI-powered tool for creating presentations, documents, web pages, and visual content. It can generate content starting from a goal, an outline, or existing materials, and then refine the final output through conversational prompts, layout adjustments, and free-form editing.

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CursorCoding & Development

Cursor is an AI programming product designed to support software development tasks, assisting with code planning, modification, testing, and review within the code context, and offering usage options such as desktop, command-line, and cloud-based agents.

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Open models & weights · Research paper · 2 storiesClear filters ×

2026-10-26

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12:00

aarXiv cs.CL·Selected87

SpecMem introduces a real-time tool-call memory management mechanism, enhancing the agent’s response speed.

On October 26, 2026, arXiv published a preprint paper titled “SPECMEM: Accelerating Agentic Tool Calling via Live Memory Management” (ID 2610.31840v1), introducing a new system called SpecMem that significantly reduces tool-call latency by enabling cross-session, online, user-level memory management for tool invocations.

Why it mattersThis study addresses the high latency issue in deploying current tool‑calling agents, which arises from autoregressive decoding. It proposes key techniques such as verifiable write‑back, LRU eviction, and side‑effect gating, and validates their effectiveness on real query streams involving multiple users and sessions—achieving up to 1.74× measured speedup and a 27% average increase in accepted tokens. This represents an important advance in the field of AI system engineering.

Open models & weights Read original Timeline and related coverage

2026-10-24

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aarXiv cs.CL·Selected87

Research reveals that open-source large models commonly exhibit list-filling phenomena in structured extraction.

An empirical study published on October 24, 2026, on arXiv (paper ID 2610.30997v1) found that when a JSON extraction schema specifies a minimum number of items in the list but the actual document content falls short, eight open-source weighting models generally treat this minimum value as a generation target rather than a constraint, resulting in 55.4% of output lists exceeding the true count (compared to a baseline of 34.5%). The filler items are often drawn from the original text, and about half pass the source‑consistency check; common mitigation strategies prove only marginally effective.

Why it mattersThis study employed a preregistered protocol to systematically evaluate eight open-source models and six hosted-service models across 558 real-world documents and nine annotated datasets. With a rigorous methodology and publicly available data—both the code and results have been released on GitHub—it reveals a critical yet often overlooked deficiency in structured information extraction that undermines the reliability of downstream tasks: schema‑induced non‑faithful filling behavior.

Open models & weights Read original Timeline and related coverage

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The latest AI news, in focus.

Today's news

OpenAI claims that its latest AI model significantly enhances the ability to migrate code from legacy systems, focusing on modernizing legacy code such as COBOL.

Former Joonko CEO Pleads Guilty to Securities Fraud: False Customer and Revenue Statements Result in Personal Liability for the Founder

Tsinghua University and The Chinese University of Hong Kong jointly open-source AKV: an engineering service system for KV caching tailored to LLM agents.

SAGE Benchmark and GAR Framework Released: Advancing Multimodal Semantic Alignment Evaluation

The study proposes a multimodal approach to predict the successful perception of dyadic conversations between individuals with and without autism.

Research has released the Latin-specific language model LAMB, along with two new corpora: Acervus and Corpus Trinum.

New research finds: The existing critic in reinforcement learning can be directly repurposed as a confidence estimator for large language models.

SpecMem introduces a real-time tool-call memory management mechanism, enhancing the agent’s response speed.

The study proposes a new paradigm of fuzzy-aware structured generation driven by graph reasoning.

Discover AI tools

AI, as it happens

SpecMem introduces a real-time tool-call memory management mechanism, enhancing the agent’s response speed.

Research reveals that open-source large models commonly exhibit list-filling phenomena in structured extraction.

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