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Saving Jet Fuel
Tutorial optimizes flight paths to cut jet fuel costs using open-source Scikit-decide planning framework and OpenAP aircraft performance models.
A technical walkthrough demonstrates wind-aware flight path optimization using Scikit-decide, an open-source framework for reinforcement learning and automated planning, paired with OpenAP fuel-consumption models built by Dr. Junzi Sun at TU Delft and NOAA wind data. A Boeing 787-9 flying EWR to FCO can require roughly $68K in fuel, and adjusted routing could save thousands. The post uses Python 3.12, DuckDB with spatial extensions, and QGIS for map rendering.
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Week in review: AiTM phishing kit used to hijack AWS accounts, year-long malware campaign targets HR
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GitLab urges users to patch max severity path traversal flaw
GitLab urges self-managed users to immediately patch a maximum-severity path traversal flaw (CVE-2023-2825) enabling unauthenticated arbitrary file reads.
GitLab released patches in CE/EE versions 19.3.2, 19.2.6, and 19.1 for CVE-2023-2825, a maximum-severity path traversal vulnerability that lets unauthenticated attackers read arbitrary files from vulnerable servers under certain conditions. The flaw, reported by researcher s3ntago via HackerOne, stems from improper path confinement and missing authentication enforcement in the repository commits API. GitLab also patched CVE-2026-87719, an insecure deserialization flaw in the GraphQL subscription serializer affecting Enterprise Edition users with Duo Chat access, which could expose credentials and Advanced Search configurations. GitLab.com and Dedicated customers are already protected; the platform has over 30 million registered users and is used by more than 50% of Fortune 100 companies.
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Microsoft Patches Record 974 Flaws, Including Two Exploited Windows Zero-Days
Microsoft's September Patch Tuesday fixed a record 974 flaws, including two Windows privilege-escalation zero-days actively exploited and added to CISA's KEV catalog.
Microsoft's September 2026 Patch Tuesday addressed a record 974 vulnerabilities (999 including 25 non-Microsoft CVEs), with over 110 rated critical; 723 affect Windows and 111 affect Office. Two Windows privilege-escalation zero-days are actively exploited: CVE-2026-85880, an ALPC heap-based buffer overflow, and CVE-2026-81963, an improper link resolution flaw in the Windows Update Stack, both allowing attackers to gain SYSTEM privileges. CISA added both flaws to its KEV catalog, giving federal civilian agencies until September 22, 2026 to apply fixes. Volexity, Proofpoint, MSTIC, and independent researchers were credited with the reports; notable additional fixes include network-reachable RCEs in Exchange, SharePoint, SQL Server, Remote Desktop Services, DNS, and DHCP.
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Mistral AI raises 3 billion euros in Europe's largest-ever tech funding round despite lagging behind rivals
Mistral AI closed a €3 billion Series D led by Samsung Electronics, valuing the lab at over €21 billion.
Mistral AI raised €3 billion in what it calls the largest equity round ever by a European tech company, lifting its valuation past €21 billion after ASML valued it near €12 billion in September 2025. Samsung Electronics leads the round with EQT's Scaleup Europe Fund and PSG Equity as co-leads; new investors include Advent, BlackRock-managed funds, and Luxembourg. The company also took an $830 million loan in March to fund its own data centers and serves 125+ enterprise customers including Airbus, ASML, and HSBC. Mistral Medium 3.5 trails open rivals like Qwen and Kimi and doesn't compete with top closed US models.
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Mistral raises €3B
Mistral raised a Samsung-led €3B Series D at a €21B+ valuation — the largest European tech equity round — to scale compute and frontier AI research.
Mistral announced a €3 billion Series D at a post-money valuation above €21 billion, the largest equity round ever by a European technology company. Samsung Electronics led the round, with co-leads Scaleup Europe Fund (managed by EQT) and PSG Equity; new investors include Advent, BlackRock, and the Grand Duchy of Luxembourg. The company operates across 20 countries, serves 125+ enterprises including Airbus, ASML, and HSBC, and says funds will expand frontier research, compute capacity, and international growth.
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