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When Traction Becomes Personal Exposure: What The Joonko Guilty Plea Means For Founders
01 / 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
02 / 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
Multi modal perceived conversation success prediction for spontaneous autistic and non-autistic dyadic interactions
03 / 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
Rethinking Structured Generation: Can Graph-Based Reasoning Resolve Ambiguity?
04 / IN FOCUS

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

arXiv cs.CL
An Agentic Approach with Evidence-Grounded Verification for Multimodal Emotion Reasoning in Conversation
05 / IN FOCUS

A new arXiv paper proposes an intelligent agent framework for traceable multimodal emotion reasoning, supporting evidence verification and prompt repair without weight updates.

arXiv cs.CL
Knowledge Graphs Quality Assessment in the Era of LLMs: A Conceptual Framework
06 / IN FOCUS

The study proposes a knowledge graph quality assessment framework for the era of large language models.

arXiv cs.CL
Validating the Comparison, Not Just the Scorer: Why Overall Accuracy Can Mislead in Interactive LLM Evaluation
07 / IN FOCUS

In LLM evaluation, relying solely on the overall F1 score to validate automated scorers carries the risk of misleading results: a new study underscores the need to calibrate for prompt-specific differences.

arXiv cs.CL
From Target Selection to Condition Reuse: Auditing Residual Interventions in Tool-Use Models
08 / IN FOCUS

Research reveals that activation interventions struggle to achieve conditional reuse in tool usage models.

arXiv cs.CL
MisconceptDialogue: Evaluation Criteria Shape Measured Success in LLM Math Tutoring
09 / IN FOCUS

New research reveals serious measurement bias in LLM-based math tutoring assessments: exact-match scoring underestimates effectiveness by nearly 40 percentage points.

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.

WritingAnalysisProgrammingFree entry availableView details
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.

Q&AWritingAssistantPricing unverifiedView details
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.

Image GenerationText-to-imageVisual CreativityPaidView details
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.

Image GenerationVideo3DPricing unverifiedView details
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.

Video generationCreative VideoVisual CreationFree entry availableView details
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.

Music generationsongAudioFree entry availableView details
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.

VoiceoverText-to-SpeechVoice Intelligence AgentFree entry availableView details
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.

Knowledge BaseDocumentOfficeFree entry availableView details
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.

PPTPresentationDocumentFree entry availableView details
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.

ProgrammingCodeAI IDEFree entry availableView details

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