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Today's read
The day's research reveals a clear focus on multimodal perception and agentic systems, with HiFi-UMI and PerceptionBench addressing the critical gap between high-fidelity data and practical deployment in robotics and vision-language models. Meanwhile, the rising open-source tools like elder-plinius/T3MP3ST and synthetic-sciences/openscience reflect a growing ecosystem for specialized AI workflows, particularly in security and scientific domains. Practitioners should note the tension between open accessibility and security concerns highlighted by both the GrapheneOS phone case and the US-China AI policy debate, while also paying attention to emerging tools like penecho that move beyond traditional chat interfaces toward multimodal reasoning. The scientific computing focus from OpenAI and the geospatial platform from Hugging Face further indicate that practical applications are increasingly converging with specialized infrastructure needs.
We present a reproducible pipeline for mapping Common Vulnerabilities and Exposures (CVEs) to MITRE ATT&CK Enterprise techniques from free-text vulnerability descriptions. Rather than relying on the CWE->CAPEC->ATT&CK d…
Recovering an editable design file from a raster image is a common and costly bottleneck in modern design workflows, yet remains challenging since editability depends on recovering multi-modal attributes, such as typogr…
Standard vision-language models (VLMs) suffer from Moravec's paradox: they excel at complex offline visual reasoning but struggle with simple streaming perception tasks and process them inefficiently. We present Mage-VL…
Relevance is a query-dependent estimate of whether a document or excerpt contains useful evidence. Existing retrieval agents use relevance to select top-k content, but document relevance alone cannot localize, compose,…
autonomous red teaming platform; multi-agent offensive-security meta-harness
The open-source AI workbench for scientific research
Think with AI beyond the chat box. A shared canvas for handwriting, equations, diagrams, and spatial reasoning.
An arbitrage bot is a smart contract connected to an external automation script that controls its operation.
Agent research
Recently, memory management has become a key infrastructure for LLM-based agents, as it directly affects long-horizon reasoning, personalized responses, and knowledge reuse. However, existing LLM memory systems typicall…
Agent research
In this work, we study the use of Vision-Language Models (VLMs) for anomaly detection in an agent-driven game Quality Assurance (QA) pipeline focusing on geometry clipping. In this evaluation, a custom exploration agent…
Agent framework
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor…
Agent framework
The agent that grows with you
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