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Pankaj Parekh posted thisThe Era of Headless Intelligence For years, significant progress has been directed toward developing human-centric interfaces—UIs designed to be so intuitive and capable that they streamline complex tasks. This evolution effectively consolidated a vast array of tools into the smartphone, democratizing access to technical innovations for billions. However, we are now approaching a pivotal shift where the traditional user interface will become redundant and, eventually, obsolete. Several emerging trends support this transition toward "headless" intelligence. From Software to Service The past decade saw a widespread transition from shrink-wrapped software and physical appliances to Software as a Service (SaaS). While adoption rates varied, the SaaS model now dominates the enterprise landscape. During this era, the importance of the UI grew exponentially as it became the primary bridge between complex data and human decision-making. The Rise of "Service as a Software" Artificial Intelligence has begun to transform these SaaS solutions by accelerating decision-making processes. Historically, data had to be visualized and presented for human consumption to facilitate action, making UI simplicity essential. Today, AI is increasingly making autonomous decisions, rendering traditional data presentation unnecessary. This shift is giving rise to a new category: Service as a Software. The Absorption of the Interface As these two models converge, the UI is being absorbed directly into the AI workflow. In this paradigm, AI acts as the primary service layer managing the underlying software. Consequently, even the most complex B2B interfaces are being phased out in favor of automated logic. Future Implications for Consumer Technology This trajectory is expected to extend into the consumer sector. As we adopt a new generation of intelligent solutions capable of predicting and fulfilling our needs autonomously, the necessity for a traditional consumer interface will diminish, ushering in a truly "headless" digital experience. I can even extend this logic into the future, potentially creating a device-less era of human intelligence.
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Pankaj Parekh posted thisI know that AI has made everyone think. As always some are thinking about being cautious or cautiously optimistic about using AI so they also join the existing cybersecurity company’s bandwagon. Others who knows that this isn’t right but they want to observe till the storm settles down. Very few, who don’t like any of the above two approaches so they are willing to challenge the status quo. I want to appeal these few to join this discussion. Don’t waste your time talking about Mythos and Glasswig since they are only discovering what humans created a generation before. Look around what has changed and is changing as we write: 1: Most office environments are no longer the same after COVID-induced digitization disruption. 2: Most standards data centers deployment has been getting updated at 10x to 100x speed than before. 3: On one side life span of computing infrastructure has been reduced because of CICD and life span of data has been increased significantly through AI. 4: Realtime accurate knowledge of these components have vanished. 5: Zero Trust is not understanding what Trust mean. How do one secure them? This is new beginning because what we know today is significantly simpler than what it would be within 18-24 months. Are you interested?
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Pankaj Parekh posted thisAre you really willing to sacrifice your current cash cow and rethink your existing and new business opportunity from ground zero? If not, you will disappear without trace. AI is bigger disruption then internet and internet redefined most businesses if not all, so will AI. Cybersecurity is no exception. Most companies in this industry today adding AI to their tools so it does better, faster cheaper. Some are even counting on making it better so they can protect the AI deployment. These both categories are just thinking that world only has changed a bit with new technology. They are wrong. Are you thinking out of the box here? Ask again if your previous answer was yes.
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Pankaj Parekh shared thisCongratulations Datta Junnarkar!Pankaj Parekh shared thisMeet the Finalists of the 2025 BayAreaCIO #ORBIE Awards | https://lnkd.in/gnFVBAvm Super Global Venky Rangachari, Hewlett Packard Enterprise Snehashish Sarkar, Owens & Minor Inc. Cynthia (Cindy) Stoddard, Adobe Sesh Tirumala, Western Digital John Wrenn, Flex Global Chau B., The Clorox Company Sameer Hassan, Williams-Sonoma Rani Johnson, Workday Jeff McKibben, Ultra Clean Technology Nishit Sahay, Marvell Large Enterprise Datta Junnarkar, Boeing Michael Makstman, City & County of San Francisco Carrie Rasmussen, Dayforce Kevin S. Smith, Lyft Khaled Tawfik, City of San José Enterprise Sanjay Chandra, Lucid Motors Laurent Farci, Monks Stephen Franchetti, Samsara Srini Tanikella, Penguin Solutions Khalid Turk MBA, PMP, CHCIO, CDH-E, County of Santa Clara Laura Wilt, Sutter Health Large Corporate Kim Huffman, Workiva Sumit Johar, BlackLine Eric Johnson, PagerDuty Kris Krishan, Waymo Russ Selken, Modesto City Schools Mihir Shah, Netgear Inc. Corporate Julie Irish, Couchbase Costa Kladianos, San Francisco 49ers Football Club Frank Rich, CISM, Monterey One Water Jon Roller, Horsley Bridge Partners, LLC Asad Siddiqui, LastPass Sachin Vaidya, Heritage Bank of Commerce San Francisco Business Times Silicon Valley Business Journal Inspire Leadership Network Manda Carpenter
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Pankaj Parekh shared thisI have been noticing this for quite some time. DeepSeek created the real awareness of bias but it isn’t limited to China vs everyone else. It is everywhere. The real data these social technologies have created is significantly large and as we know it was intentionally biased, we are not going to be able to ignore this. It requires ground up thinking to start isolating the knowledge into politically/socially indifferent vs biased topics to be able to really rely on the AI and future of Robotics as well.Pankaj Parekh shared this𝗬𝗼𝘂 𝘁𝗿𝘂𝘀𝘁 𝗔𝗜? 𝗬𝗼𝘂 𝘀𝗵𝗼𝘂𝗹𝗱𝗻’𝘁 — 𝘂𝗻𝘁𝗶𝗹 𝘆𝗼𝘂 𝗿𝗲𝗮𝗱 𝘁𝗵𝗶𝘀. ⬇️ LLMs are reshaping how we access and process information. But there’s a fundamental issue that most ignore: 𝗣𝗼𝗹𝗶𝘁𝗶𝗰𝗮𝗹 𝗯𝗶𝗮𝘀. The AI Compass Score Test (link below) evaluated 24 major LLMs (GPT-4, Claude 3, Llama 3, and more) using 11 political orientation tests. The result? Every single model leaned libertarian left. 𝗪𝗵𝘆 𝗶𝘀 𝘁𝗵𝗶𝘀 𝗵𝗮𝗽𝗽𝗲𝗻𝗶𝗻𝗴? 1️⃣ Training data bias – Internet text sources lean left (e.g., Reddit, social media), and models inherit this. 2️⃣ Reinforcement learning and fine-tuning – Efforts to make models “safe” may unintentionally shift them in one direction. 3️⃣ Human annotation and cultural influence – Societal norms and annotation processes introduce hidden biases. Bias in AI is real and more widespread than most realize. This isn’t just a technical issue. It’s a societal one. Therefore, it is essential that there is: - Transparency in how models are developed and trained. - Diverse and representative datasets to prevent systemic bias. - Stronger safeguards against unintended algorithmic distortions. Is this something you've been aware of? You can access the test here: https://lnkd.in/dhGjypaE Study with background info: https://lnkd.in/epaPKv7y
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Pankaj Parekh shared thisThis is what US trying to control its Canadian relationship, and balance with its need for India relationsPankaj Parekh shared thisIndia has an important point here. If shoe were on other foot, aka New Delhi was harboring a terrorist who wished to attack the US, then Washington would be furious. This Khalistani terrorist is threatening to blow up the Indian Parliament on Dec 13th. https://lnkd.in/eAYxR4P8'Will attack Parliament on or before Dec 13': Pannun's new threat over plot to kill him'Will attack Parliament on or before Dec 13': Pannun's new threat over plot to kill him
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Pankaj Parekh liked thisPankaj Parekh liked thisHE WASN’T MISBEHAVING. He had Tourette syndrome. In Front of the Class, Brad Cohen was repeatedly treated as though his involuntary sounds were deliberate disruptions. Then one principal did something extraordinary: He listened. He educated the school. He replaced embarrassment with understanding. That principal was a credit to humanity. He did not remove Brad from the room. He removed the ignorance from the room. WHAT IS TOURETTE SYNDROME? Tourette syndrome is a condition of the nervous system that causes sudden, repeated movements or sounds called tics. The person is not doing them deliberately. And no, Tourette syndrome does not automatically mean shouting swear words. That is a harmful stereotype. People with Tourette syndrome do not need ridicule or punishment. They need understanding, patience and dignity. Before labelling a child rude, distracting or undisciplined, learn their story. Sometimes, the problem is not the tic. It is the ignorance surrounding it. That is what real leadership looks like—and that is the principal every school needs. ♻️ Repost this so more people understand Tourette syndrome. Credit: 🎬 Front of the Class (2008) Directed by Peter Werner Based on the true story and memoir of Brad Cohen Starring James Wolk, Treat Williams, Patricia Heaton and Dominic Scott Kay #TouretteSyndrome #TouretteAwareness #Neurodiversity #InclusiveEducation #DisabilityAwareness
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Pankaj Parekh liked thisPankaj Parekh liked thisEvery journey has a starting point. Mine began in Bombay, with ₹11,000. I arrived with a clear ambition to build something of my own, without knowing where that ambition would eventually lead. I had no idea then that this city would become the foundation of everything I would go on to build. Bombay taught me to recognise opportunity, take calculated risks and, most importantly, stay committed to the journey. Looking back, the number I arrived with matters far less than what the city taught me along the way. Every business has a beginning. This was mine. I recently spoke about this journey in greater detail with Ravi Kewalramani. Full conversation on YouTube → https://lnkd.in/duupqrsH #AnandPandit #LotusDevelopers #Mumbai #EntrepreneurJourney #BuildingALegacy #Leadership #Vision #BusinessJourney #RealEstate
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Pankaj Parekh liked thisPankaj Parekh liked thisWhat happens to your heart rate when you take a pause? Breathing is not one size fits all. That’s why Pauser offers different guided breathing and meditation experiences designed for different moments. You can choose a practice, follow the breathing guidance, and watch your heart rate change in real time. As you slow your breathing, you may see your heart rate gradually settle on the screen. Breathe in. Breathe out. Watch your body respond. It turns a Pause into something you can actually experience and observe, rather than simply being told to “relax.” Try different breathing practices and see how your body responds. Sometimes, 30 seconds of intentional breathing is enough to notice a difference. Take a pause. See what changes. #Pauser #TakeAPause #BreathingExercises #MindfulBreathing #Meditation #HeartRate #Wellness #HealthTech #POTS #LongCOVID #Dysautonomia
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Pankaj Parekh liked thisPankaj Parekh liked thisSome occasions celebrate history. Others remind us of the relationships built along the way. It was a pleasure to attend the reception in New Delhi, hosted by H.E. Fernando Bucheli, Ambassador of Ecuador, marking the 217th Anniversary of the Independence of the Republic of Ecuador and commemorating 57 years of diplomatic relations between Ecuador and India. As the Honorary Consul of Ecuador in Mumbai, I value opportunities like these not only to celebrate Ecuador's rich history and independence, but also to reflect on the growing relationship between Ecuador and India. Diplomacy, much like business, is ultimately built on relationships, through conversations, mutual respect and a willingness to understand each other's perspectives. Over 57 years, India and Ecuador have built a relationship rooted in mutual respect and shared interests. I believe there is significant potential to take this relationship even further in the years ahead. My best wishes to the people of Ecuador on this important occasion. #AnandPandit #IndiaEcuador #Diplomacy #InternationalRelations #Leadership #Mumbai
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Pankaj Parekh liked thisPankaj Parekh liked thisI've been making a point of learning something new about AI every single day. During one of my YouTube deep dives, I came across a tutorial on producing Vox-style videos , a journalistic storytelling format I've always loved. Around the same time, a friend asked me to help build a short PowerPoint to raise awareness about privacy and terms of use, especially with Google products to her students. Instead of making slides, I decided to put what I learned into practice and produced a short video, built 100% with AI. Here's the stack I used to produce this video: 🎨 Images & animation: Google Flow (with Omni Flash) 🎙️ Narration: ElevenLabs 🎵 Background music: custom-built with Suno AI For a first project, I'm really happy with the output. It's amazing what you can achieve in video creation today with these tools. Sharing this to encourage you to try it too ,think internal awareness videos, training content, or team communications. It's easier than you think, and the results can be genuinely useful. #AI #VideoCreation #Learning #Privacy #GenerativeAI
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Pankaj Parekh liked thisPankaj Parekh liked thisWhat’s the single best investment you can make, in terms of compounding returns? The answer may surprise you. The single best investment you can ever make, in terms of controllable returns that compound reliably over time is in yourself. Whether you’re investing your money, your time, and/or your energy, investing in yourself and your skills, knowledge, judgement, presence and context delivers compounding returns. These make you a better leader, manager, colleague and employee, but perhaps more importantly it directly correlates with success, promotions, and lifetime earnings. And it applies beyond skills and experience too. A jacket/outfit, shoes, or message all counts towards self investment, self care and career care. And for those interested in paying it forward, helping others, and contributing to a better world, remember that you first need the skills, wisdom, energy and strength yourself before you can give to others. So…. The best invest you can make for reliable, compounding returns? You.
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Pankaj Parekh liked thisPankaj Parekh liked thisStill tracking your team's work in a spreadsheet? 👀 I did too, until I turned it into this ⬇️ A real application. Clean, fast, and actually built for how my team works: dashboards, reports, automated Teams alerts, the whole thing. The tool? Microsoft Power Apps. If your company has Microsoft licenses, you probably already have it. Here's the part most people don't know: 🔹 Power Apps has a real learning curve , its own language, its own logic 🔹 That changed when Microsoft released the Canvas MCP server 🔹 MCP = a bridge between an AI coding agent (like Claude Code) and Power Apps Studio 🔹 You give plain-English instructions, and it builds directly inside Canvas no code required 🔹 And for the security-conscious: it only touches page configuration. Your data never leaves your network. I can't show my own build (corporate data, for obvious reasons 🔒), but Reza Dorrani has phenomenal step-by-step tutorials that taught me most of what I know. Link below 👇 🔗 https://lnkd.in/dnBvsi8M Have questions about how I applied this in my own workflow? Drop a comment, let's talk about it. 💬 #PowerApps #AIAgents #ClaudeAI #MicrosoftPowerPlatform #ManagementTools #AIforManagers #WorkSmarter
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Pankaj Parekh liked thisPankaj Parekh liked this"At every stage of leadership, everybody is represented, smart people and dumb people. Good people and bad people. You have some really brilliant leaders, then you also have some fools running countries" 🤯🤯🤯🔥🔥🔥
Experience & Education
Volunteer Experience
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Community Volunteer
Khan Academy
- 1 year 7 months
Children
I started by helping to organize Eastbay group of volunteers and raise awareness of LearnStorm 2015, bay area based the first Pilot of Math competition for students in grade 3-12. Worked with other volunteers in creating an awareness plan and pitched that to a number of schools' parents, children, classes, and school administrators.
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FLL Coach
FIRST
- 3 years 6 months
Children
I have been Jr. FLL and FLL Coach for our team. Helping kids learn the concept of Math, Science, and Robotics while having fun. I coached our team as they did some of the great community projects including helping to bring awareness of challenges faced by KIDS who do not have everything. We also created the first robotics project that helps to throw garbage away helping seniors who can't always get up to throw garbage. (This was done by kids of 7-8 years old)
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Merit Badge Counselor
Boy Scouting
- Present 15 years 1 month
Education
It has been a great experience to be involved with Cub Scouts and Boy Scouts. There are many life-learning educational opportunities throughout their journey. It has been a fun and rewarding experience to be a merit badge counselor for various merit badges including Entrepreneurship, Inventions, Personal Management, American Business, etc.
Publications
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System and method for detection of intrusion attacks on packets transmitted
Fremont, CA @ iPolicy Networks
An intrusion detection system detects and takes appropriate action against intrusion attacks on packets transmitted on a network. Various conditions for the intrusion attacks are described in the form of a rule tree. The intrusion detection system employs a pipelined structure including a plurality of modules, and parts of the rule are assigned to the modules. The modules determine in a pipelined manner whether the conditions of an intrusion attack are satisfied. In an intrusion attack on the…
An intrusion detection system detects and takes appropriate action against intrusion attacks on packets transmitted on a network. Various conditions for the intrusion attacks are described in the form of a rule tree. The intrusion detection system employs a pipelined structure including a plurality of modules, and parts of the rule are assigned to the modules. The modules determine in a pipelined manner whether the conditions of an intrusion attack are satisfied. In an intrusion attack on the packet is detected, the intrusion detection system takes appropriate action against the determined intrusion attack.
Other authorsSee publication
Patents
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SECURE DOMAIN NAME SYSTEM TO SUPPORT A PRIVATE COMMUNICATION SERVICE
Filed US 20190190894
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Application decoding engine for computer networks
Issued USPTO 07356027
The present invention essentially comprises a Packet Receiver and a Stream Manager for a computer network. When a stream of packets passes through the present invention, they are received by the Packet Receiver. The Packet Receiver identifies the session to which the packet stream belongs, and passes the packet to the Stream Manager. The Stream Manager identifies the application generating the packet stream by scanning an Application ID Hash Table, which is a table that contains a mapping of…
The present invention essentially comprises a Packet Receiver and a Stream Manager for a computer network. When a stream of packets passes through the present invention, they are received by the Packet Receiver. The Packet Receiver identifies the session to which the packet stream belongs, and passes the packet to the Stream Manager. The Stream Manager identifies the application generating the packet stream by scanning an Application ID Hash Table, which is a table that contains a mapping of destination ports to corresponding applications. Thereafter, it uses a State Machine Execution Engine to execute application decode instructions on the packet stream. The application decode instructions are stored in a table called Expression Action Table, and are generated based on a decode script created by the user for each application. The application decode instructions are chosen by the State Machine Execution Engine based on the current state of an Application Decode State Machine, which is a state machine that keeps track of the application decode process. The results of the State Machine Execution Engine are passed to the Stream Manager, and are stored in tables called Session Cache Table and Application Instance Table. Once the Stream Manager has decoded all the transactions and parameters of the application, the decoded information is sent with the packets in the packet stream.
Other inventorsSee patent
Languages
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Gujarati
Native or bilingual proficiency
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Hindi
Native or bilingual proficiency
Recommendations received
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LinkedIn User
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Babu Munagala
Babu Munagala
Produced consistent success while transitioning to new functional/technical areas and roles ranging from Engineer to CEO.<br><br>Technology leader with 29 years in enterprise software development across multiple domains including<br>Financial, Telecom, Real Estate, Hospitality, Education, and Automotive. Demonstrated excellence in<br>conceptualizing, designing and implementing complex end-to-end Cloud and on-prem automation using<br>varied technologies: AI/ML Python Java SQL Javascript C++ GoLang Solidity. Recruited, trained, and<br>mentored talented executives and rock solid programmers, maintaining a 90+% retention rate.<br><br>Recognized as an authority on Blockchain, was invited to speak at Blockchain conferences in San Francisco, Washington DC, Singapore, Dubai, and most major cities in India. Mentioned in the majority of Indian media and global giants like CNBC, Forbes, and Nasdaq.<br><br>• Identifying, and attending to root causes in products, processes, and people <br>• Allrounder, innovating, adapting & improving continuously <br>• Intimately involved in all phases of the product lifecycle <br>• Rare combination of people skills & analytical capabilities <br>• Directly managed 80 people<br>• Good at handling multiple levels of abstraction
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