RECON
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RECON: Reasoning with Condensation for Efficient Retrieval-Augmented Generation
Announce Type: replace Abstract: Search agents trained with reinforcement learning (RL) interleave reasoning with tool calls in a multi-turn, tool-integrated reasoning (TIR) loop, where each tool invocation returns an environment observation that is appended to the agent's context. As the rollout proceeds, these raw observations accumulate, inflating token cost and diluting the signal available for downstream reasoning. Unlike single-pass retrieve-then-read pipelines, where context...
Anthropic's open-source framework for AI-powered vulnerability discovery
A reference implementation for autonomous vulnerability discovery and remediation with Claude, based on our learnings from partnering with security teams at several organizations since launching Claude Mythos Preview. For a write up of these learnings along with best practices, see the accompanying blog post (also available in blog-post.md ). For a lightweight SDK-only walkthrough of the same recon → find → triage → report → patch loop, see the companion cookbook.
India's cyber agency sets clock at 12 hours to tackle exploited bugs as AI turns up the heat
India's CERT-In has issued new guidelines, advising defenders to patch or mitigate exploited vulnerabilities within 12 hours if they affect internet-facing or critical systems. This accelerated timeframe is a response to the increasing threat posed by AI-assisted cyberattacks, which significantly speeds up the exploitation process for adversaries. The agency also provided a more relaxed 24-hour window for less critical internal system flaws.
How to guarantee a speaker gig: Hack the system. Literally
A security researcher discovered a stored cross-site scripting (XSS) vulnerability in pretalx, an open-source tool used by conference organisers for speaker submissions. This flaw could allow an attacker to inject malicious code into fields like submission titles, potentially enabling session takeover of the organiser's account. The vulnerability has since been patched in pretalx version 2026.1.0.
AR Forcing: Towards Long-Horizon Robot Navigation World Model
Announce Type: new Abstract: The diffusion based robot navigation world models are typically trained using parallel supervision, while autoregressive inference is employed during path planning. This results in a distribution shift between training and inference, which destabilizes the performance over long-horizon prediction. We propose AR Forcing, an autoregressive training strategy, which integrates the standard diffusion loss into the autoregressive training loop.
Today on Sky Sports Racing: Regal Envoy back to defend his Windsor crown
Today on Sky Sports Racing: Flat action from Windsor features live on Monday evening In Monday's feature, Windsor regular Regal Envoy is back looking to defend his crown in the feature having taken them from pillar to post in the same contest 12 months ago; we have eight races in total, live on Sky Sports Racing from 5.04pm Sunday 7 June 2026 18:15, UK Monday's live action on Sky Sports Racing features an eight-race evening card from Windsor... 7.39 Windsor - Regal Envoy chasing more Windsor...