We introduce Heads of Security (HoS), a prompt injection defense that enforces instruction-data separation via a small set of learned per-head attention gates. HoS learns how each head should redistribute attention be... Context & related coverage →
arxiv.org · 2026-10-27 · Ranked: agent + evaluation match · research watch · fresh 0.92 · score 2.95
We explore how to build performant large language model (LLM) tool-use agents that complete complex, multi-step tasks. Specifically, we study how data composition in synthetically generated tool-use environments affec... Context & related coverage →
arxiv.org · 2026-10-27 · Ranked: eval match · research watch · fresh 0.91 · score 2.94
We introduce Timestral, a family of four time series foundation models for probabilistic forecasting, with 5M, 28M, 123M, and 209M parameters. Timestral sets a new state of the art on GIFT-Eval, TIME, and fev-bench, w... Context & related coverage →
github.com · 2026-10-28 · Ranked: community signal · fresh 0.95 · score 2.83
SelfClaw aggregates multiple LLM providers behind a single OpenAI-compatible API. Built with Python, Streamlit, and FastAPI. MIT licensed. Context & related coverage →
itsfoss.com · 2026-10-28 · Ranked: community signal · fresh 1.00 · score 2.79 · Context
Large language models (LLMs) can answer many factual questions correctly, but a correct answer is not necessarily a supported one. For an LLM agent, a knowledge graph (KG) plays two roles: as a source of answers, it s... Context & related coverage →
github.com · 2026-10-28 · Ranked: community signal · fresh 0.97 · score 2.74 · Context
Self-attention mechanisms have established the Transformer as the dominant backbone across natural language processing, source code intelligence, and automated theorem proving. However, all-to-all pairwise token compa... Context & related coverage →
Atlassian’s State of Developer Experience 2026 finds the share of developers saving ten or more hours a week with AI dropped from 68% to 26% year over year, while only 28% report noticeably less friction than before A... Context & related coverage →
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