Introduction: From IDEs to Agentic Command Centers :::info We have officially crossed the event horizon. ::: For decades, the Integrated Development Environment (IDE) was a passive canvas—a glorified typewriter that waited for your keystrokes. :::warning As of February 2026, with the maturity of Google Antigravity, the IDE is dead. ::: We have entered the era of the Agentic Command Center. Antigravity is not a “coding assistant.” :::tip To treat it as such is to buy a Ferrari and push […]

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arXiv:2601.18803v1 Announce Type: new Abstract: This paper proposes a task-agnostic discovery layer for multivariate time series that constructs a relational hypothesis graph over entities without assuming linearity, stationarity, or a downstream objective. The method learns window-level sequence representations using an unsupervised sequence-to-sequence autoencoder, aggregates these representations into entity-level embeddings, and induces a sparse similarity network by thresholding a latent-space similarity measure. This network is intended as an analyzable abstraction that compresses the pairwise search space and exposes candidate […]

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arXiv:2603.26686v1 Announce Type: new Abstract: Distributed multi-robot systems for the home often require robots to operate out of the user’s sight, creating a state awareness gap that can diminish trust and perceived transparency and control. This paper investigates whether real-time, socially mediated state externalization can bridge this gap without compromising task performance. We developed a system where a co-located social mediator robot (Pepper) externalizes the hidden execution states of an out-of-sight mobile manipulator (Stretch~3) for voice-driven object retrieval […]

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arXiv:2604.13232v1 Announce Type: new Abstract: This discussion paper re-examines SemEval-2020 Task 1, the most influential shared benchmark for lexical semantic change detection, through a three-part evaluative framework: operationalisation, data quality, and benchmark design. First, at the level of operationalisation, we argue that the benchmark models semantic change mainly as gain, loss, or redistribution of discrete senses. While practical for annotation and evaluation, this framing is too narrow to capture gradual, constructional, collocational, and discourse-level change. Also, the gold […]

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OpenClaw is the current name for the project previously known as Clawdbot → Moltbot → OpenClaw. If you’ve been waiting for a “one guide that actually works” — this is it. OpenClaw is powerful for a simple reason: it’s not another chat UI. It’s a Gateway that sits on a machine you control, connects to the messaging apps you already use, and routes your messages to an agent (Pi or other providers) that can take real actions: run […]

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arXiv:2602.02554v1 Announce Type: new Abstract: Training LLMs for code-related tasks typically depends on high-quality code-documentation pairs, which are costly to curate and often scarce for niche programming languages. We introduce BatCoder, a self-supervised reinforcement learning framework designed to jointly optimize code generation and documentation production. BatCoder employs a back-translation strategy: a documentation is first generated from code, and then the generated documentation is used to reconstruct the original code. The semantic similarity between the original and reconstructed code […]

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arXiv:2602.13804v1 Announce Type: cross Abstract: Large language models spend most of their inference cost on attention over long contexts, yet empirical behavior suggests that only a small subset of tokens meaningfully contributes to each query. We formalize this phenomenon by modeling attention as a projection onto the convex hull of key vectors and analyzing its entropic (softmax-like) relaxation. Our main theoretical contribution is a face-stability theorem showing that, under a strict complementarity margin (a support gap (Delta) certified […]

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What does it say about crypto market structure when the exchange that invented the perpetual swap decides its own institutional clients would rather not keep assets on the exchange at all? That is the question raised by Zodia Custody’s latest integration, which brings BitMEX live on Interchange, Zodia’s off-venue settlement network. The setup lets Zodia Custody Limited (UK) clients trade directly on BitMEX while their assets stay in segregated cold storage, moving only at the point of settlement. […]

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