Metadata-only screening could cheaply prioritize security reviews across large agent-tool catalogs, including closed services. Its high recall came with 143 tools flagged for 95 confirmed vulnerabilities, so the method is a triage mechanism rather than proof of exploitability and still requires later validation.
Metadata-only screening could cheaply prioritize security reviews across large agent-tool catalogs, including closed services. Its high recall came with 143 tools flagged for 95 confirmed vulnerabilities, so the method is a triage mechanism rather than proof of exploitability and still requires later validation.
Power availability is becoming a binding AI-infrastructure constraint, so workload-aware curtailment could raise cluster utilization and make training more responsive to grid conditions. The evidence is a preprint at up to 32 GPUs; production-scale clusters, different models, and real grid programs still need validation.
Investment teams should not treat higher sentiment-label accuracy as proof of better forecasting value, especially when social data contain spam and sampling choices alter rankings. The study is a preprint with a single-annotator gold sample and a litigation-conditioned corpus, limiting generalization to ordinary market news.
The result suggests LLMs may provide a flexible integration layer for sparse, heterogeneous investment data without task-specific retraining. It is a short preprint using commercial datasets; the abstract does not quantify economic value after data, inference, and trading costs, and live out-of-sample performance is unproven.
Only items selected by this edition’s manifest appear here. Company claims remain provider-reported unless independently verified.
Academic papers, official research, regulatory material, patents, and standards are grouped together with their evidence labels intact.
MCPSEC analyzes only the tool metadata exposed when an MCP server is registered, generating hypotheses about indirect prompt-injection vulnerabilities without source or runtime access. Human evaluators confirmed 95 vulnerable tools among 177 tools in 20 widely deployed servers; MCPSEC found 94 of them, or 98.9% recall, versus 84.2% for the paper's LLM baseline.
Across 131 LLM training runs on H200 GPUs, plus validation and H100 comparisons, the authors define a Power Flexibility Index to measure how throughput changes when GPU power is reduced. Under a 30% power cut, their PFI-aware allocation recovered about 1,500 tokens per second per job and 63% of the gap between equal allocation and an oracle.
Using 70,500 X messages linked to securities class actions from 2002-2025, the authors compare five sentiment tools against human agreement and abnormal returns. They find that semantic agreement and predictive ranking depend on sampling and score representation; benchmark agreement alone does not determine which instrument produces the strongest market signal.
The authors test a two-agent system that first selects where an alternative-data channel is likely to be informative and then forecasts company revenue using firm- and channel-specific context. Across four commercial alternative-data channels, they report that combining alternative and conventional financial information improved forecast accuracy over either source alone and over standard baselines.
AgentZip compresses memory across related agent sandboxes by exploiting shared-template and cross-sandbox redundancy, prefetching restored pages, and scheduling compression while agents wait on model calls. The authors report up to an 8.7x reduction in sandbox-owned memory versus 2.1x for the tested Linux setup, while reducing aggressive-compression slowdown from as much as 3.1x to 1.40x.
The paper separates when an agent turn becomes ready from when it is released to a shared inference system, using a mean-CVaR objective and a queue-pressure-aware work budget. On real software-engineering agent traces, the authors report performance comparable to eager release at light load and up to a 3.50x reduction in P95 workflow completion time under contention.
Episode summaries use official descriptions or authorized transcripts. Timestamps appear only when they can be verified.
New post-level signals only. Earlier posts are not carried forward to fill a quiet edition.
The publication layer follows a manifest-first, no-silent-repeat policy.
Daily editions publish only first appearances and material updates.
Canonical links sit next to every item. Social posts remain separated from verified releases, and inaccessible sources are recorded as blocked rather than empty.
Coverage run: 20260913T000005Z
Retrieval completed 2026-09-13T00:10:25Z. Links were verified against source pages where available.