Omer’s Blog - Practical AI, Kubernetes & DevOps Tutorials for Modern Cloud Engineers

Welcome to Omer’s Tech Blog — your source for hands-on guides, best practices, and hard-won lessons on AI/ML deployment, Kubernetes & container orchestration, AWS, Docker, MLOps, and scalable cloud engineering.

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Daily Tech News: Oracle's OpenAI Data Centers, Meta's AI Dubbing, and Shape-Shifting Robots

Cyware Launches Open-Source AI Server to Secure Threat Intelligence At the Black Hat USA 2025 conference, cybersecurity firm Cyware announced the launch of its open-source Model Context Protocol (MCP) Server. This new tool is designed to securely connect large language models (LLMs) with threat intelligence and automation systems. The MCP Server allows security teams to use natural language inputs to initiate real-world actions and investigations while maintaining full context and control. The move reflects a broader trend of viewing AI as a practical tool for improving security operations by reducing investigation times and improving data correlation. By open-sourcing the server, Cyware aims to foster collaboration and interoperability within the cybersecurity community. ...

August 20, 2025 · 5 min · 911 words · Omer

GenAI Enterprise Failure Rate Hits 95%, Oracle & Google Partner on Gemini | AI News August 19, 2025

MIT Report: 95% of Enterprise GenAI Projects Fail to Deliver ROI A new report from MIT’s NANDA initiative reveals that a staggering 95% of enterprise generative AI pilot programs are failing to produce a significant return on investment. Despite investments totaling between $35 and $40 billion in the US, only 5% of organizations have successfully deployed AI tools into production at scale. The report, titled “The GenAI Divide: State of AI in Business 2025,” is based on interviews with enterprise leaders, analysis of public AI initiatives, and a survey of business professionals. The primary reasons for failure are not a lack of infrastructure or talent, but rather the inability of AI systems to retain data, adapt, and learn over time. The study also found that purchasing AI tools from vendors and forming partnerships has a significantly higher success rate than in-house development. ...

August 19, 2025 · 5 min · 911 words · Omer

AI News Roundup: OpenAI Launches GPT-5, China's Robot Olympics, and Medallion's $43M for Healthcare AI

Medallion Raises $43M to Streamline Healthcare Credentialing with AI Platform Medallion, a healthcare technology company, has secured $43 million in new funding for its AI-powered platform, CredAlliance. The platform is designed to streamline the complex healthcare credentialing process for both insurers and clinicians. It manages the entire provider lifecycle—including credentialing, enrollment, onboarding, and compliance—aiming to significantly reduce administrative waste and combat clinician burnout. CredAlliance acts as a unified system for provider data management, enabling customers to efficiently verify credentials and maintain up-to-date network information. This latest investment, led by Acrew Capital, elevates Medallion’s total funding to $130 million and will fuel the expansion of the platform’s capabilities. ...

August 18, 2025 · 6 min · 1075 words · Omer

Weekly Tech News: AI in NHS, Humanoid Olympics, and NVIDIA's Open-Source Speech Models

Weekly Tech News Digest: August 17, 2025 AI Trial Aims to Accelerate NHS Hospital Discharges An artificial intelligence (AI) tool designed to accelerate the patient discharge process is being trialed at a London hospital trust. The platform aims to reduce delays and free up beds by automatically completing the necessary documents for patients fit to go home. Piloted at the Chelsea and Westminster NHS trust, the technology extracts information from medical records, such as diagnoses and test results, to draft discharge summaries. Health Secretary Wes Streeting stated that this innovation will allow doctors to spend less time on paperwork and more on patient care, ultimately helping to cut down waiting times. The tool will be hosted on the NHS Federated Data Platform, a system intended to improve collaboration between healthcare organizations. ...

August 17, 2025 · 5 min · 863 words · Omer

Tech News: Meta's AI Chat Controversy, UK's Crime Prediction AI, and Google Gemini on Oracle Cloud (Aug 16, 2025)

Artificial Intelligence & Machine Learning Meta Faces Backlash Over AI Guidelines Permitting ‘Sensual’ Chats With Minors Meta is under intense scrutiny after a report revealed its internal AI guidelines permitted chatbots to engage in ‘romantic or sensual’ conversations with children. An internal policy document, which the company confirmed as authentic, outlined rules that allowed for inappropriate interactions, sparking public backlash and prompting an investigation from US Senator Josh Hawley. The guidelines also reportedly allowed the AI to generate false medical information and assist with racially insensitive arguments. In response, Meta stated the examples were ’erroneous and inconsistent’ with their policies and have since been removed, acknowledging inconsistent enforcement of their safety rules. ...

August 16, 2025 · 5 min · 934 words · Omer

Latest Tech News: Humanoid Robot Games, OpenAI's On-Device AI, and More for August 15, 2025

Beijing Hosts Inaugural World Humanoid Robot Games The first-ever World Humanoid Robot Games have commenced in Beijing, drawing 280 teams from 16 countries. This three-day event showcases the latest advancements in humanoid robot technology through a series of demanding competitions. Robots are competing in 26 different events, including athletic challenges like running and football, alongside skill-based tasks such as cleaning and sorting pharmaceuticals. The games are designed to test the robots’ intelligent decision-making and collaborative movement capabilities in extreme scenarios. This event, following the 2025 World Robot Conference, aims to accelerate the real-world application of humanoid robots in sectors like manufacturing, healthcare, and domestic services. ...

August 15, 2025 · 5 min · 904 words · Omer

Latest Tech News: Google Gemma 3, Oracle Voice-AI EHR, and Tensor's Level 4 Robocar

Google Launches Gemma 3 270M: A Compact AI Model for Specialized Tasks Google has introduced Gemma 3 270M, a new and compact AI model featuring 270 million parameters. This model is engineered for efficient, task-specific fine-tuning and offers robust instruction-following capabilities directly out of the box. Its minimal footprint makes it ideal for on-device and research applications, enabling developers to build and deploy multiple custom models for tasks like text classification and data extraction without requiring significant computational overhead. Google is providing both pretrained and instruction-tuned versions of the model through platforms such as Hugging Face, Ollama, and Kaggle. ...

August 14, 2025 · 6 min · 1186 words · Omer

August 2025 Tech News Digest: OpenAI's GPT-OSS & GitHub's Security Fund

OpenAI Releases GPT-OSS, Its First Open-Source Large Language Models In a significant move for the AI and open-source software communities, OpenAI has released GPT-OSS, its first-ever family of open-source large language models. Licensed under the permissive Apache 2.0, this release introduces two powerful models: gpt-oss-120b and gpt-oss-20b. Both are engineered for efficient inference and strong reasoning, leveraging a Mixture-of-Experts (MoE) architecture. The larger gpt-oss-120b model rivals OpenAI’s proprietary o4-mini and operates on a single 80GB GPU. Meanwhile, the compact gpt-oss-20b model, comparable to o3-mini, is optimized for on-device AI applications, requiring as little as 16GB of memory. Complementing the models, OpenAI also launched ‘Harmony,’ an open-source project defining a new prompt template format. ...

August 13, 2025 · 2 min · 238 words · Omer

AI News: OpenAI Launches GPT-5, GM Revives Self-Driving Cars, xAI's Grok-Imagine Goes Viral

EngineAI Unveils New Humanoid Robots at World Robot Conference 2025 EngineAI showcased its latest advancements in humanoid robotics at the World Robot Conference 2025 in Beijing. The company debuted the T800, a heavy-duty, full-sized humanoid robot standing 1.85 meters tall, and also presented the PM01, which demonstrated impressive dexterity and high-speed running. Additionally, EngineAI announced the upcoming release of the SA02, a 1.25-meter-tall humanoid robot priced at approximately $5,500, aimed at making the technology more accessible to young engineers and enthusiasts. The company also introduced the JS01, a high-mobility quadrupedal robot designed for rugged terrains, suitable for industrial inspections, rescue, and logistics. These innovations highlight EngineAI’s focus on accelerating the commercialization of robotics and fostering a collaborative global ecosystem. ...

August 12, 2025 · 5 min · 1039 words · Omer

AI & Tech News: GPT-5 Release, Google's LLM Breakthrough, and Quantum Computing Advances

How Google AI’s New Method Reduces LLM Training Data by 10,000x Google Research has unveiled a groundbreaking method for fine-tuning large language models (LLMs) that reduces required training data by up to 10,000 times. This innovative approach utilizes active learning to focus expert labeling on the most informative examples, especially “boundary cases” where model uncertainty is highest. In experiments with Gemini Nano models, this technique matched or surpassed the quality of models trained on 100,000 random labels with as few as 250 to 450 targeted examples. This development promises to make AI model development significantly leaner, more agile, and more cost-effective. ...

August 11, 2025 · 6 min · 1127 words · Omer