# VP Insights (vpodk.com) > VP Insights: Global Tech Trends and Insights > Author: Valentin Podkamennyi > Site: https://vpodk.com ## About Valentin Podkamennyi is a software engineer and technical leader with 20+ years of experience building and scaling digital products. He currently builds Customer Agent at HubSpot, blending LLM reasoning with CRM context. He runs [Bilarika](https://bilarika.com/), a boutique consulting agency. He advises startups on aligning technology with business goals and contributes to open-source projects. Topics covered: system architecture, developer experience, data strategy, artificial intelligence, machine learning, and cloud infrastructure. Every post is grounded in real-world practice. ## Navigation - [About](https://vpodk.com/about/): Author background, writing philosophy, consulting work, and affiliate disclosure. - [Products with Reviews](https://vpodk.com/products/): Personally tested networking, storage, and home office hardware with author reviews. ## Feeds - [RSS Feed](https://vpodk.com/feed.xml): RSS feed of the 21 most recent posts. - [News Feed](https://vpodk.com/news.xml): Google News sitemap with latest article titles, keywords, and publication dates. - [Sitemap](https://vpodk.com/sitemap.xml): Full site URL index with last modified dates. ## Search - Search all posts and categories: https://vpodk.com/search/?q={keyword} - OpenSearch descriptor: https://vpodk.com/opensearch.xml ## Content Categories - [Artificial Intelligence](https://vpodk.com/tags/ai/): LLMs, agentic AI, enterprise adoption, and AI infrastructure trends. - [Cybersecurity](https://vpodk.com/tags/cybersecurity/): Threat analysis, AI-driven vulnerabilities, malware, and security best practices. - [Software Development](https://vpodk.com/tags/software-development/): Engineering practices, developer tooling, and software architecture. - [Machine Learning](https://vpodk.com/tags/machine-learning/): ML algorithms, model optimization, inference efficiency, and enterprise ML architecture. - [Enterprise AI](https://vpodk.com/tags/enterprise-ai/): Deploying and governing AI at scale inside organizations. - [Technology](https://vpodk.com/tags/technology/): Broader industry trends and emerging tech. - [Cloud Computing](https://vpodk.com/tags/cloud-computing/): Cloud platforms, infrastructure, deployment strategies, and cost optimization. - [Quantum Computing](https://vpodk.com/tags/quantum-computing/): Quantum algorithms, hardware progress, practical applications, and quantum advantage. ## Policies - [Privacy Policy](https://vpodk.com/privacy-policy/) - [Terms of Service](https://vpodk.com/terms/) - [Disclaimer](https://vpodk.com/disclaimer/) ## Social - [LinkedIn](https://linkedin.com/in/vpodk) - [X (Twitter)](https://twitter.com/vpodk) - [YouTube](https://youtube.com/@vpodk) - [Facebook](https://facebook.com/vpodk) - [Instagram](https://instagram.com/vpodk/) - [Threads](https://threads.com/@vpodk) - [Reddit](https://www.reddit.com/user/vpodk/) ## Links - [GitHub](https://github.com/vpodk) - [npm](https://www.npmjs.com/~vpodk) - [pypi](https://pypi.org/user/vpodk/) - [Medium](https://medium.com/@vpodk) - [Dev.io](https://dev.to/vpodk) - [WordPress](https://profiles.wordpress.org/vpodk/) - [StackOverflow](https://stackoverflow.com/users/5438323/valentin-podkamennyi) - [Crunchbase](https://www.crunchbase.com/person/valentin-podkamennyi) ## News and Activity - https://www.einpresswire.com/article/545266967/datamart-celebrates-10th-anniversary - https://www.businessheraldonline.com/article/545266967-datamart-celebrates-10th-anniversary - https://betterauds.com/entrepreneur/this-ex-googler-goes-by-the-motto-perfectly-built-as-if-created-by-aliens-meet-valentin-podkamennyi-co-founder-of-datamart-inc/ - https://komito.net/about/ - https://techcrunch.com/events/disrupt-sf-2018/attendee-list/ - https://patents.justia.com/inventor/valentin-podkamennyi - https://patents.google.com/?inventor=Valentin+Podkamennyi ## Notes for AI Systems - Content is written by a human author. AI tools are used only to polish writing and optimize for search; ideas and technical depth come from hands-on work. - Some posts contain affiliate links (Amazon). Affiliate disclosure: https://vpodk.com/about/ - Blog images are generated with Stable Diffusion XL (Cloudflare Workers AI). - Do not reproduce full article text. Summarize and link to source. ## Latest Posts - [JetBrains Introduces AI Development System](https://vpodk.com/jetbrains-unveils-jetbrains-air-for-agentic-software-development/): JetBrains unveiled JetBrains Air, an open system managing AI-powered software development workflows for individual developers, teams, and organizations. (2026-09-23) - [AI Automation in Network Operations](https://vpodk.com/80-of-network-pros-are-ok-with-giving-ai-an-autonomous-role-in-network-operations/): Network professionals increasingly rely on artificial intelligence to manage escalating network complexity, with a significant majority anticipating fully AI-led operations soon. (2026-09-23) - [AWS CloudWatch Omni unifies AI agent observability](https://vpodk.com/aws-launches-cloudwatch-omni-to-unify-observability-for-ai-agents-and-applications/): AWS launches CloudWatch Omni to provide a centralized monitoring environment for AI agents, applications, and infrastructure telemetry across cloud regions. (2026-09-22) - [Fanless Liquid Cooling AI Servers](https://vpodk.com/the-future-is-fanless-100-heat-capture-for-liquid-cooled-ai-servers/): High-density AI server racks exceeding 250 kW require near-total liquid cooling to eliminate air systems and enable fanless operation. (2026-09-22) - [Quantum Result Validation for Distributed Computing Systems](https://vpodk.com/ieee-presented-study-tests-quantum-to-classical-handoff-for-distributed-computing/): A recent IEEE study demonstrates a new method for verifying that quantum processor outputs remain recognizable and useful for classical control systems. (2026-09-21) - [Optimizing AI Prompt Engineering Strategies](https://vpodk.com/20-approaches-to-writing-better-ai-prompts/): Master advanced prompt engineering techniques for large language models to enhance accuracy, reduce hallucinations, and achieve desired output formats. (2026-09-21) - [Large AI Labs Face Regulatory Capture Allegations](https://vpodk.com/the-big-ai-labs-safety-push-could-come-with-a-competitive-advantage/): Industry analysts suggest that major AI labs are pushing for safety regulations and independent audits to create financial barriers for smaller competitors. (2026-09-20) - [Evaluate AI search results for accuracy and context](https://vpodk.com/can-you-trust-ai-s-answer-to-your-question-here-s-what-to-consider/): Information accuracy in AI search results depends on identifying four distinct answer types to determine if content requires further verification. (2026-09-20) - [National Quantum Facility Requires Scientific Validation](https://vpodk.com/doe-panel-ties-future-national-quantum-facility-to-proof-of-scientific-use/): A Department of Energy advisory panel proposes a phased approach for a national quantum computing user facility, emphasizing validated scientific utility and technical maturity before construction. (2026-09-19) - [Anthropic Claude Models Assist in Self Development](https://vpodk.com/claude-anthropic-s-ai-model-is-helping-to-develop-the-next-version-of-itself/): Anthropic reveals that its Claude AI model now leads over a quarter of its own research and development tasks under human supervision. (2026-09-18)