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import subprocess, sys, os, shutil, glob def pip_install(args): subprocess.run([sys.executable, “-m”, “pip”, “install”, “-q”, *args], examine=True) pip_install([“huggingface_hub>=0.26,<1.0”]) pip_install([ “-U”, “transformers>=4.49,<4.57”, “accelerate>=0.33.0”, “bitsandbytes>=0.43.0”, “peft>=0.11.0”, “datasets>=2.20.0,<3.0”, “sentence-transformers>=3.0.0,<4.0”, “faiss-cpu”, ]) for p in glob.glob(os.path.expanduser( “~/.cache/huggingface/modules/transformers_modules/microsoft/Phi-4*”)): shutil.rmtree(p, ignore_errors=True) for _m in checklist(sys.modules): if _m.startswith((“transformers”, “huggingface_hub”, “tokenizers”, “speed up”, “peft”, “datasets”, “sentence_transformers”)): del sys.modules[_m] import json, re, textwrap, warnings, torch warnings.filterwarnings(“ignore”) from transformers import ( AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig, TextStreamer, TrainingArguments, Coach, DataCollatorForLanguageModeling, ) import transformers print(f”Utilizing transformers {transformers.__version__}”) PHI_MODEL_ID = “microsoft/Phi-4-mini-instruct” assert torch.cuda.is_available(), ( “No GPU detected. In Colab: Runtime > Change runtime kind > T4 GPU.” ) print(f”GPU detected: {torch.cuda.get_device_name(0)}”) print(f”Loading Phi mannequin (native phi3…
Everbridge, Inc., the worldwide chief in Excessive Velocity Important Occasion Administration (CEM) and nationwide public warning options, introduced an evolution of its Excessive Velocity CEM platform, introducing a dynamically adaptive strategy to resilience designed to assist organizations reply to more and more advanced and interconnected disruptions. Additionally Learn: AiThority Interview with Glenn Jocher, Founder & CEO, Ultralytics “Organizations are working in an increasing Threat Zone the place disruption strikes quicker and infrequently occurs in isolation,” mentioned Dave Wagner, President and CEO of Everbridge. “Resilience can now not rely upon guide coordination throughout a disaster. It requires programs that mix real-time intelligence, AI-driven automation,…
Pervaziv AI, an Enterprise AI and Cybersecurity firm constructing safe AI infrastructure for contemporary engineering groups, right this moment introduced the discharge of Cortex 3.5, a significant milestone within the firm’s roadmap towards enterprise-wide Agentic AI orchestration throughout multicloud environments. Cortex 3.5 expands the platform to Microsoft Azure and Google Cloud, along with present AWS capabilities, enabling enterprises to securely entry infrastructure context, orchestrate workflows, and automate operations throughout the three main cloud suppliers by way of a unified AI management layer. This launch considerably broadens Cortex’s enterprise intelligence footprint, introducing 40+ AI brokers, 12+ enterprise connectors, and 300+ operational capabilities, creating one of…
Shaping the expertise behind Canada’s AI financial system, 100,000 leaders sturdy by 2030 IWIL Ignite, the Centre for International Digital Literacy and AI Incubation (CDLA), at this time introduced its Canadian enlargement, combining AI upskilling and consultancy companies to develop 100,000 future talent leaders by 2030. The announcement coincides with the group’s nationwide digital summit, “AI × Trade: Redefining the Way forward for Work,” which convened leaders from expertise, media, academia, and the general public sector to look at how AI is reshaping roles and what industry-ready expertise seems to be like in apply. A Basis of International Affect IWIL…
The expanded collaboration builds on the businesses’ current joint initiative by bringing to market enhanced capabilities of DeepHealth’s new AI-powered Breast Suite, together with ProFound Professional and Safeguard Evaluate GE HealthCare to characteristic newest applied sciences to assist guarantee optimized breast care outcomes throughout mammography and ultrasound at SBI’s 2026 Breast Most cancers Imaging Symposium GE HealthCare introduced an expanded collaboration with DeepHealth, Inc., a worldwide chief in AI-powered well being informatics and an entirely owned subsidiary of RadNet, Inc., to additional the innovation, commercialization, and adoption of superior AI-powered mammography instruments. The announcement coincides with the Society of Breast…
Agent Crews Repeatedly Monitor and Optimize Manufacturing Sight Machine Inc., the main industrial AI platform, launched autonomous agentic operations in manufacturing, with crews of autonomous AI brokers working across the clock to maximise manufacturing efficiency. These capabilities, which Sight Machine is demonstrating this week on the commerce truthful Hannover Messe, dramatically speed up the timeline for producers to attain outcomes utilizing AI. Normal-purpose AI instruments are unable to make sense of uncooked industrial knowledge. Sight Machine’s crews of AI brokers remedy manufacturing issues and enhance productiveness by working with Sight Machine’s semantic layer, a constantly up to date digital illustration…
AI is not coming for HR. It is already right here. Payroll engines are auto-processing tax compliance. Pure language processing (NLP) instruments are scanning hundreds of resumes in seconds. Conversational AI bots are fielding first-level worker queries across the clock. As HR shifts towards a extra data-driven, technology-enabled perform, investing in AI and automation abilities is changing into important for long-term profession development and strategic relevance. The HR professionals who deal with this as a spectator sport are already falling behind. Those that are actively constructing AI fluency are incomes larger tables and greater choices. This is not about changing…
Cybersecurity has at all times had a dual-use drawback: the identical technical data that helps defenders discover vulnerabilities can even assist attackers exploit them. For AI techniques, that pressure is sharper than ever. Restrictions meant to forestall hurt have traditionally created friction for good-faith safety work, and it may be genuinely troublesome to inform whether or not any explicit cyber motion is meant for defensive utilization or to trigger hurt. OpenAI is now proposing a concrete structural resolution to that drawback: verified id, tiered entry, and a purpose-built mannequin for defenders. OpenAI group introduced that it’s scaling up its Trusted…
client = huey.create_consumer( staff=4, worker_type=WORKER_THREAD, periodic=True, initial_delay=0.1, backoff=1.15, max_delay=2.0, scheduler_interval=1, check_worker_health=True, health_check_interval=10, flush_locks=False, ) consumer_thread = threading.Thread(goal=client.run, daemon=True) consumer_thread.begin() print(“Client began (threaded).”) print(“nEnqueue fundamentals…”) r1 = quick_add(10, 32) r2 = slow_io(0.75) print(“quick_add consequence:”, r1(blocking=True, timeout=5)) print(“slow_io consequence:”, r2(blocking=True, timeout=5)) print(“nRetries + precedence demo (flaky job)…”) rf = flaky_network_call(p_fail=0.7) attempt: print(“flaky_network_call consequence:”, rf(blocking=True, timeout=10)) besides Exception as e: print(“flaky_network_call failed even after retries:”, repr(e)) print(“nContext job (job id inside payload)…”) rp = cpu_pi_estimate(samples=150_000) print(“pi payload:”, rp(blocking=True, timeout=20)) print(“nLocks demo: enqueue a number of locked jobs shortly (ought to serialize)…”) locked_results = [locked_sync_job(tag=f”run{i}”) for i in range(3)] print([res(blocking=True, timeout=10) for res in…
VMRay immediately introduced the VMRay Sovereign European Cloud, a brand new SaaS providing that gives scalable, superior risk evaluation whereas guaranteeing full information residency and operational management inside Europe. For European crucial infrastructure, authorities, monetary, and healthcare organizations, defending delicate information from extraterritorial authorized calls for—such because the US CLOUD Act—is an operational baseline. Whereas VMRay’s on-premises deployments have lengthy met these strict sovereignty necessities, organizations more and more require the flexibleness of a cloud-native structure with out compromising on jurisdiction. “The VMRay Sovereign European Cloud allows clients to leverage superior, cloud-based risk evaluation whereas sustaining management over the place…