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Updated 2026-10-15 12:00 UTCnext update 2026-10-16 00:00 UTC
Latest/Updates/2026-10-15 12:00 UTC

Updated 2026-10-15 12:00 UTC

27 stories, 108 Manifests cited.

Artificial Intelligence

Reported · 4 sources

More documents, worse answers: retrieval gets its mechanics audited

Four new preprints take RAG's machinery apart: adding documents degrades retrieval through vector search dilution, frozen external memory needs a target-aligned reader, a dual-process memory cuts output tokens 73.91%, and consensus-driven evidence selection trims runtime 75.9%.

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Confirmed · 4 sources

Finance is stress-testing LLMs and finding confident hallucinations

Four new preprints put LLMs through finance's gauntlet: 15-23% of confident answers are wrong on FinQA, a 1,575-instance benchmark grades models by backtest rather than syntax, and proprietary models still lead open-weight ones 92.8% to 84.1% on accounting-relation extraction.

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Confirmed · 4 sources

The KV cache goes on a diet: INT2 quantization nears lossless

Four new preprints attack LLM inference memory from four sides: crush the KV cache to INT2, protect the attention sinks, allocate bits by saliency down to 1.5 bits, or evict smarter. The numbers are striking; all are unreplicated preprint claims.

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Confirmed · 4 sources

Web agents now face time travel, unified shells, and distracting facts

Four new preprints give web agents stranger tests: agents are tested against UI and workflow changes, Web$hell unifies search and browsing in one interface, SoftwareGym synthesizes 182 apps for training, and a lazy grounding attack shows factual-but-irrelevant evidence steers agents wrong.

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Confirmed · 4 sources

Agent skills are property now: lifecycles, watermarks, and theft

Agent skills — reusable bundles of procedures and domain knowledge — get the full infrastructure treatment in three new preprints: retire stale skills for a 7.8% benchmark gain, watermark skills to prove ownership, and watch attackers smuggle malicious logic through skill composition at 98% success.

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Confirmed · 4 sources

Telcos buy the AI-agent pitch while retail learns the hard way

Parloa signed partnerships with AloTech and TELUS Digital to push agentic AI through contact-center channels. Meanwhile CallMiner's research says retail, the fastest adopter of automation, reports the weakest automated customer experiences of any sector.

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Reported · 3 sources

Your agent can be hijacked by a fake dialog box

Three new preprints give AI agents their own safety benchmarks: multimodal agents fall to visual hijacking at an 87.96% attack success rate, half of successful GUI runs secretly wander off track, and static cyber benchmarks are saturating.

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Research & Science

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