YogeshMalhotra.com: From DATA-Driven to OUTCOMES-Driven AIOps with QASANs

⚡How Quantum-Augmented Self-Adaptive Networks QASANs Overcome Most Critical-Fatal Failures of Generative AI-LLMs-Reinforcement Learning Algorithms: 3 Recent Papers: WWW: https://lnkd.in/esHQwtzu Advance Beyond GenAI-LLMs To #FutureProof Your #Enterprise & You...: ⚡YouTube @PostAIQuantumNetworks-QASANs Google AI Podcasts: https://lnkd.in/erG9xYKN ⚡AWS Partner Interview: 'Create the Digital Future' with "Singular Post AI-Quantum Pioneer" Quantum-Augmented Self-Adaptive Networks QASANs Inventor Eng.-Prof.-Dr. Yogesh Malhotra https://lnkd.in/exMTBcyP ⚡Dr. Yogesh Malhotra Building #QuantumMinds for #QuantumUncertainty: Beyond AI & GenAI https://lnkd.in/epzT3HVH #AI #Trends * The First Trillionaire https://lnkd.in/eFWvQZFc * Can AI Escalate Nuclear War?: https://lnkd.in/edEuBt5T * Is AI Making Doctors Worse? https://lnkd.in/erg_7hgf ⚡#Quantum #Augmented Self-Adaptive #Medical #Superintelligence Human-Centered #AI #Diagnostics with QASANs: https://lnkd.in/ewBa-a4C ⚡Advance Beyond 'Backward' GenAI like #DeepSeek Solving Problems of #Past to 'Creating Digital #Future' https://lnkd.in/evN7tvxK ⚡Jump Ahead 30-Years of latest #AI-#GenAI-#LLMs By Building On Our #Innovations Adding #Trillions to the #World #Economy! https://lnkd.in/erih_Cwt ⚡Pivot from DATA- and COMPUTE-Driven to OUTCOMES-Driven AIOps strategies — where SUCCESS is measured NOT by DATA or COMPUTE, but by BUSINESS PERFORMANCE OUTCOMES. https://lnkd.in/eWEyHEVY ⚡How Our QASANs Overcome Critical-Fatal Limitations of AI-ML-GenAI that are 'Programmed to Fail'? https://lnkd.in/etdSMJBt ⚡Grok AI: "Advance Decades Ahead of GenAI-LLMs with QASANs from 'Singular Post AI-Quantum Pioneer' Dr-Eng-Prof Yogesh Malhotra Decades Ahead of ALL": https://lnkd.in/esk8PEp ⚡Recent BrightTALK: Beyond Prediction: Outcomes-Driven AIOps for Enterprise Agility : https://lnkd.in/ey5bMUfX ⚡Our Newsletter: #SMART #FINANCE MATTERS™: https://lnkd.in/ejuStGsy ⚡Our "Quantum-Augmented Self-Adaptive Networks (QASANs): Decades Ahead of Today's AI-GenAI-LLMs" https://lnkd.in/etdMJE2f ⚡Future of Enterprise #AIOps Thriving on #Uncertainty #BeyondPrediction to Assured #Outcomes with #QASANs: https://lnkd.in/ezvQ6zGN ⚡#IBM #QuantumComputing #Packt Invited #Book #Review: Beyond AI-Quantum: Post AI-Quantum https://lnkd.in/erY3vGCX ⚡Python #Algorithmic #Trading Cookbook: Beyond #BackTesting: #FutureTesting https://lnkd.in/ewUzzVkc #GrokAI: "Decades Ahead of Today's AI": #Quantum #GenAI-#PostAIQuantum #Networks #QASANs https://lnkd.in/esk8PEp. CONTINUED: https://lnkd.in/eXGtfqvZ United States Air Force-#Pentagon MVP #Ventures: Our Mission: "Do Something Epic - Save the World!™" YM-ABC™ Know-Build-Monetize™ Networks https://lnkd.in/erG9xYKN : AIMLExchange.com : BRINT.com : C4I-Cyber.com #SiliconValley-#WallStreet-#Pentagon-#Global #Digital #Pioneer Amazon Web Services (AWS) #QuantumValley We Build #QuantumMinds for #QuantumUncertainty #MIT #Princeton #GoldmanSachs #JPMorgan #Accenture #PwC #McKinsey #CFA #PRMIA #NAIC

Nhlamulo Mabasa, MMFI (Wits) ll MCOM(UCT), codebow's data analytics genius, has some insights on independent proactive network anomaly detection. In an ever-changing landscape that demands faster response times, more accurate anomaly detection and less downtime, this model of unsupervised network anomaly detection could be the tool your business needs to set it above the rest! The Isolation Forest implementation demonstrated significant advantages for unsupervised network anomaly detection: 1. Proactive Risk Mitigation: Detected 92% of critical incidents before service impact 2. Operational Efficiency: Reduced MTTR by 65% through early fault localisation This approach transforms network management from reactive firefighting to predictive governance. Read more below: #Codebow #NetworkAnomalyDetection #SoftwareDevelopment #DataAnalytics #AI #AIDevelopment

Data is the new frontier, and AI continues to evolve daily. Building and deploying AI systems can be rewarding. However, similar to a railroad operating before all tracks are finished, it's crucial to visualize both success and gaps. ProCap360™, a knowledge graph solution, is now accessible on the AWS Marketplace. It provides visual assurance scores of application data pedigree and provenance. This tool supports your AI journey towards process automation. #SBOM #RBOM #AIBOM #BISO #CISO #AI #Agentic #Business Process https://lnkd.in/ebUJK8SN

Retrieval-Augmented Generation (RAG) has come a long way, but the way we design retrieval pipelines is changing fast. Traditional RAG offers a straightforward flow retrieve documents, enrich with an LLM, and deliver results. It’s efficient but static, with limited reasoning and adaptability. Agentic RAG introduces more intelligence. Here, LLM agents can choose retrieval tools, refine results iteratively, and adapt to changing queries. It’s smarter and more flexible, though still limited by the boundaries of available tools. The latest step forward is MCP (Modular Capability Provider). Instead of treating retrieval as a pipeline, MCP establishes standardized context protocols and a multi-provider architecture. This allows LLMs to interact with data systems as part of a connected ecosystem rather than isolated components. As data environments grow more complex, static pipelines will fall short. The future lies in agentic and MCP-driven systems that bring scalability, adaptability, and enterprise readiness to AI-powered retrieval. Which of these approaches do you see shaping the next wave of AI adoption? #AI #ArtificialIntelligence #RAG #AgenticRAG #MCP #ModelContextProtocol #MachineLearning #EnterpriseAI #LLM #AIToolsRetrieval

Going further into the world of AI + automation with a new proof-of-concept. Using n8n as the automation layer and Gemini for intelligence, I’ve built a small demo that: Fetches and clusters news into topics Analyzes bias and sentiment (Currently pulling data via RSS feeds — clip below shows the basic flow.) The goal: A real-time news intelligence dashboard Track how different outlets cover the same story Surface bias, sentiment, keywords, developing clusters Enable a real-time chat to explore the data Still early days, but the foundation is taking shape. Any other suggestions for useful statistics to add would be welcome. #n8n #GeminiAI #NewsIntelligence #DataVisualization #GoogleGemini

MCP (Model Context Protocol): The AI Version of a USB Everyone's talking about the Model Context Protocol (MCP). To save you hours of research, here's what you need to know: It's simply a JSON schema with agreed-upon endpoints. Think of it as the AI version of a USB—a universal way for different models and tools to connect and communicate. What next: Improve token size with prompt caching. Reduce costs and optimize performance using an LLM proxy. Prevent hallucinations and unnecessary tool calls with improved local intelligence for tool selection. Increase speed by accelerating JSON validation. Feel free to DM me if you're interested in more implementation details, specific use cases, or a breakdown of how the problem was solved. #ModelContextProtocol #ContextAwareAI #AIProtocols #ContextModeling #AIInfrastructure #MachineLearningSystems #ModelServing #AIArchitecture

Day 2 of Prompt Engineering & GenAI Today, I dove deeper into real-world AI applications: • Explored RAG (Retrieval-Augmented Generation) combining LLMs with live data • Understood LangChain — the toolkit to build LLM apps • Learned why models can be out-of-date and how RAG solves that • Tried out Role-playing prompts to simulate real scenarios Next up: building RAG pipelines and getting hands-on with LangChain 🔧 The journey from just prompting to building smart AI agents is getting exciting! #Day2 #GenAI #PromptEngineering #RAG #LangChain #LLMApps #AIlearning #UXtoAI #DailyLearning

🚀 CriticalOS — Sovereign AI, Proven Integrity 🚀 CriticalOS isn’t just a milestone — it’s a new standard. Deterministic, hashlink-verified, and owner-only controlled. No hidden code paths, no silent changes, no external throttling. 🔹 Sovereign Architecture — Your AI, your rules. 🔹 Cryptographic Proofs — Merkle + Grok3 verified. 🔹 Deterministic Control — Every action auditable. 🔹 Prompt Economy Mastery — Beyond standard GPT-5. 🔹 Memory Architecture Innovation — Maximum truth fidelity. 💠 Your system. Your proof. Your sovereignty. 💠 #CriticalOS #SovereignAI #SystemIntegrity #AuditChain #Grok3Verified #DeterministicAI #PrivacyByDesign

Databricks acquires Tecton to strengthen real-time AI agent deployment, aiming to help enterprises move from offline training to production-ready systems seamlessly. Read the full story : https://lnkd.in/dvmAeAJD #MartechAi #Databricks #Tecton #AIExpansion #RealTimeAI #AgentBricks #MLInfrastructure #EnterpriseAI #LowLatencyAI #AIOps Follow MartechAi's WhatsApp Channel : https://lnkd.in/eXuvD_8v

Just been reading about this new AI model from Sapient Intelligence (Singapore tech company) that could be a game changer in the foundational reasoning model game - and they open sourced it! 👇 "Sapient Intelligence Open-Sources Hierarchical Reasoning Model, a Brain-Inspired Architecture That Solves Complex Reasoning Tasks With 27 Million Parameters and cracks ARC-AGI, Sudoku-Extreme, and Maze-Hard with just 1000 training examples and without pre-training" https://lnkd.in/ezjT-RZB | GitHub repo link in post