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Real-SWE: Benchmarking AI models on private, real-world, enterprise codebases
Real-SWE benchmark tests coding agents on licensed private enterprise codebases; top model Fable 5.1 resolves only 38.8% of tasks.
Real-SWE is a new benchmark evaluating frontier AI coding agents on tasks drawn from private production codebases licensed from real companies, spanning billing, tax calculation, and cross-service migrations. Fable 5.1 with Claude Code leads at 38.8% resolution rate (pass@1 over eight runs), followed by GPT-6 Astra Codex CLI at 33.8% and Gemini 3.8 Flash Gemini CLI at 31.2%. Tasks use native harnesses and realistic tooling including Docker, Kubernetes, PostgreSQL, Redis, and Linear; median reference solutions edit 11 files versus 6 for DeepSWE and FrontierCode.
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12 Best Server Security Solutions Compared (2026): Features & Pricing
GBHackers ranks 12 server security solutions for 2026, naming CrowdStrike and SentinelOne as server EDR leaders and Trend Micro Deep Security top for virtual patching.
The guide scores 12 server security platforms across five weighted criteria, with detection and response depth and Linux parity weighted 25% each. CrowdStrike and SentinelOne lead server EDR, Trend Micro Deep Security is highlighted for virtual patching of unpatchable estates, and Microsoft Defender for Servers is noted for Azure and hybrid economics. It is an editorial assessment comparing features and pricing models rather than a lab test.
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Top 10 Best Endpoint Encryption Software in 2026
A 2026 roundup of ten endpoint encryption products argues the engines are solved and buyers should choose management layers like Intune, Sophos, or Trellix.
The guide ranks ten endpoint encryption options, arguing BitLocker and FileVault have won the engine war so the real purchase decision is the management layer for compliance proof, key escrow, and cross-platform policy. Microsoft BitLocker with Intune is named the baseline for Windows estates, with Sophos, ESET, Trend Micro, Check Point, Trellix, and others covering mixed or regulated fleets. It also warns that TrueCrypt-lineage freeware is unmaintained and that Kaspersky cannot be sold to US customers.
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AI agents are flooding public services with new requests
Researcher documents 'agentic flooding' across 84 cases in 11 jurisdictions as AI tools drive surging complaint volumes at public services worldwide.
TechCrunch covers researcher Chris Schmitz's paper documenting 'agentic flooding' across 84 potential cases in 11 jurisdictions, where AI tools drive surges in filings to public services. UK housing ombudsman complaints rose from 2,600 in 2022 to over 7,000, and CFPB complaints grew fivefold over the same period, with similar jumps in Brazilian and German petitions. The paper, set for presentation at the AI Ethics and Society conference, argues most new filings are legitimate claims previously blocked by administrative burden, and its dataset is publicly released.
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The 12 Best Mobile Threat Defense (MTD) Solutions, Compared and Priced
A comparison of 12 mobile threat defense vendors highlights Zimperium's on-device detection and notes Kaspersky's US exit and Wandera's Jamf absorption.
The buyer's guide compares 12 mobile threat defense (MTD) products, naming Zimperium best for fully on-device detection and Microsoft Defender for Endpoint as the best-value bundled option. It reminds readers that Kaspersky cannot legally be sold or updated in the US following a Commerce Department determination, and that Wandera was acquired by Jamf. Most MTD pricing is quote-based per device or per user.
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Finland appeals court revives case against Eagle S Officers over cable breaks
Finnish appeals court ruled Finland can prosecute Eagle S officers for 2024 Baltic Sea cable breaks, reviving the case and EUR 105M damages claims.
The Helsinki Court of Appeal ruled Finland has jurisdiction to prosecute three senior officers of the Eagle S, the Russia-linked tanker that severed multiple subsea cables on December 25, 2024, overturning a district court dismissal. The court found the crew's conduct after Finnish authorities made contact was not a 'maritime accident' under the UN Convention on the Law of the Sea, noting the ship dragged its anchor roughly 90 kilometers and cut four more cables. Owners of the Estlink 2 power cable, Fingrid and Elering, are seeking about EUR 105 million ($122 million), and the ruling will guide the related Fitburg anchor-dragging case. The decision can be appealed to Finland's Supreme Court until October 26, 2026.
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