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AIP: A Graph Representation for Learning and Governing Agent Skills
Announce Type: new Abstract: Agent Skills today consist largely of free-form prose requiring the agent to read, interpret, and re-derive how to act in every session. This imposes two compounding costs: reduced reliability on implementation-heavy tasks, and difficulty in skill creation and improvement, since editing prose is a fragile process that both humans and agents struggle with, particularly for domain-specific procedural knowledge underrepresented in model training. The Agent...
AIP Leads Lenders Set to Take Control of Chemicals Firm ICP
A pedestrian crosses the street in front of 450 Lexington Avenue in New York, where American Industrial partners LP has offices, on Aug. 10, 2017. Photographer: Mary Altaffer/AP Photo
Towards Atoms of Large Language Models
Announce Type: replace Abstract: The fundamental representational units (FRUs) of large language models (LLMs) remain undefined, limiting further understanding of their underlying mechanisms. In this paper, we introduce Atom Theory to systematically define, evaluate, and identify such FRUs, which we term atoms. Building on the atomic inner product (AIP), a non-Euclidean metric that captures the underlying geometry of LLM representations, we formally define atoms and propose two key criteria...
From Project-75I to Project-76: What PM's Hazira visit reveals about India's submarine plans
From Project-75I to Project-76: What PM Modi's Hazira visit reveals about India's submarine plans Prime Minister Narendra Modi's visit to L&T's Hazira facility underscored India's renewed focus on indigenous submarine development. During the visit, the Prime Minister was presented with what is believed to be a scale model of the Project-76 submarine. Designed by the Naval Design Bureau, these submarines are expected to be developed and made in India.
From Agni 5 to Akash & hypersonics: Decoding India's homegrown arsenal & defence shield
The ongoing conflicts in Ukraine, on the borders of Israel and in the Persian Gulf have underscored the importance of indigenous defence technologies and a domestic industry to back innovation. India has been steadily working to become self-reliant in defence manufacturing. The country is now on a razor’s edge—designing, developing, and deploying homegrown defence technologies.
Small Magellanic Cloud is being pulled apart, reshaping how astronomers read its past
Small Magellanic Cloud is being pulled apart, reshaping how astronomers read its past Gaby Clark Scientific Editor Robert Egan Associate Editor Using more than a decade of observations from the VISTA Survey of the Magellanic Clouds (VMC), researchers measured the motions of millions of stars across the Small Magellanic Cloud with unprecedented precision. The new study, published in Astronomy & Astrophysics, provides direct evidence of a galaxy-wide tidal disruption of the Small Magellanic...
Trouble near the Milky Way: The Large Magellanic Cloud is ripping its smaller neighbor galaxy apart
Trouble near the Milky Way: The Large Magellanic Cloud is ripping its smaller neighbor galaxy apart In the gravitational tug of war between the dwarf galaxy siblings, it's the Small Magellanic Cloud that's losing. The Small Magellanic Cloud seems to be coming undone at the gravitational hands of its sibling galaxy, the Large Magellanic Cloud, which has been found to be unwrapping its little brother's stars. The Small and Large Magellanic Clouds (SMC and LMC for short) are two dwarf irregular...