Hackerspace Mangaluru

🚀 HackersMang 2026 CFP is live! Got something exciting in AI-research, real-world use cases, or creative experiments? Share it with a vibrant tech community. 📅 Apr 25, 2026 | 📍 UniCourt, Mangaluru Submit your proposal now : hackersmang.org/hmapr26

The energy at HackersMang April 2026 was everything a modern AI meetup should be—hands-on, practical, and community-driven. The focus stayed on AI in action, with sessions covering real-world use of AI agents, developer tools like GitHub Copilot, workflow durability, and context engineering. More than just talks, attendees actively built, experimented, and explored through interactive demos and workshops. What stood out: practical learning over hype, real problems over theory, and strong community collaboration throughout the day. By the end, it wasn’t just about tools—it was about a mindset shift in how we build with AI. #HMApr26 truly showcased the future of AI-powered development. #HackersMang #AIInAction #GenAI #AIDev #DeveloperCommunity #TechEvents #BuildInPublic @pshenoymi @augvcor @VineetLasrado @vedanthvnayak

🚀 HackersMang 2026 CFP is live! Got something exciting in AI-research, real-world use cases, or creative experiments? Share it with a vibrant tech community. 📅 Apr 25, 2026 | 📍 UniCourt, Mangaluru Submit your proposal now : hackersmang.org/hmapr26

This hands-on session by @augvcor showcased how GitHub Copilot is evolving from a code assistant into a full AI development partner. Using the Agent Lab Python repository on GitHub Codespaces, participants explored Agent Mode, smart approvals, and Plan Mode for structured execution. The demo highlighted how Copilot can understand projects, generate instructions, redesign UI (Dakshina Kannada-themed), and even run parallel workflows using Cloud Agents. The session wrapped up with custom agents, where attendees built a Social Bingo experience—showing how AI can power real-world, domain-specific workflows. #GitHubCopilot #AI #DeveloperTools #AgentMode #AIDev #Coding #AIWorkflows #TechWorkshop #GenAI #HackersMang

Session Wrap-Up✅ The session by Nireekshith Kottary, Senior I Software Engineer at UniCourt @UniCourtInc , focused on improving observability in LLM applications using modern tooling like Langfuse. * Highlighted common blind spots in AI development * Introduced the “three whys” — understanding latency, cost, and model performance * Focused on key observability areas like latency, token usage, and debugging * Explained Langfuse and its role in monitoring LLM-based systems * Broke down the anatomy of a trace for deeper insights into model behavior * Advised against hardcoding prompts for better flexibility and iteration * Discussed practical scenarios on when and how to use Langfuse effectively Overall, the session emphasized that building reliable AI systems requires not just intelligence, but clear visibility into how models behave in production. A big thank you to Nireekshith Kottary, for an insightful and practical session. #AI #LLM #Langfuse #AIObservability #AIDevelopment #MachineLearning #AIEngineering #Debugging #ModelMonitoring #TechTalk #AIinProduction #DeveloperCommunity #hackersmang

The session by Anup Narayan E, Product Engineer at Allstate, explored how contact centers are evolving beyond traditional interfaces with the introduction of ambient agents and intelligent interaction systems. * Traced the evolution of digital interactions in modern contact centers * Explained where ambient agents fit within the contact center ecosystem * Highlighted why such capabilities weren’t feasible just a few years ago * Demonstrated the end-to-end journey of a customer interaction through a single call * Emphasized that technology alone isn’t enough — the real challenge lies in designing seamless and human-centric experiences Overall, the session showed that the future of contact centers goes beyond screens, focusing on context-aware, intelligent, and frictionless customer experiences. A big thank you to Anup Narayan E, Product Engineer at Allstate, for an insightful session. #AI #AmbientAI #ContactCenters #CustomerExperience #AIAgents #DigitalTransformation #AIApplications #FutureOfWork #TechTalk #AIinBusiness #DeveloperCommunity #hackersmang

Session Wrap-Up✅ The session by Jyothi Maria Crasta and Ashitha Shetty, Trainee Engineers (Data Science) at CodeCraft Technologies Pvt Ltd , explored how modern data platforms like Microsoft Fabric solve the long-standing challenge of fragmented data systems. * Highlighted the problem of disconnected tools across storage, processing, and reporting * Introduced Microsoft Fabric as a unified platform for end-to-end data workflows * Explained the Medallion Architecture (Bronze, Silver, Gold layers) for structured data transformation * Showed how raw, unstructured data evolves into clean, reliable, and business-ready insights * Emphasized benefits like data reliability, lineage tracking, and efficient incremental loading * Demonstrated the full pipeline — from ingestion and cleansing to aggregation and workflow scheduling Overall, the session provided a clear understanding of how modern data engineering practices turn raw data into actionable insights through structured and scalable pipelines. A big thank you to Jyothi Maria Crasta and Ashitha Shetty, Trainee Engineers (Data Science) at CodeCraft Technologies Pvt Ltd, for an insightful session. #DataEngineering #MicrosoftFabric #MedallionArchitecture #BigData #DataPipelines #Analytics #DataScience #ETL #ModernDataStack #TechTalk #DataDriven #DeveloperCommunity #hackersmang

Session Wrap-Up✅ The session by Pratham Kotian, Software Developer at UniCourt @UniCourtInc , introduced the concept of Recursive Language Models (RLMs) and how they offer a scalable alternative to traditional full-context approaches. * Explained the concept of context rotation in managing long inputs * Introduced RLMs and how recursive processing fundamentally works * Highlighted benefits such as improved efficiency and scalability * Walked through the algorithm behind recursive looping * Demonstrated implementation using DSPy * Showcased real-world applications of RLMs in practical scenarios * Compared RLMs vs full-context models in terms of cost, scalability, and output quality Overall, the session provided a fresh perspective on handling large contexts in AI systems, showing how smarter architectures can lead to more efficient and scalable language models. A big thank you to Pratham Kotian, for an insightful and technical session. #AI #LLM #RLM #RecursiveModels #DSPy #AIEngineering #MachineLearning #ScalableAI #ContextManagement #TechTalk #FutureOfAI #DeveloperCommunity #hackersmang

Session Wrap-Up✅ The session by @augvcor explored the evolution of AI in software development — from being just a pair programmer to becoming an active AI teammate within modern workflows. It introduced the concept of the Agentic SDLC, redefining how software is built, managed, and executed. * Traced the shift from AI-assisted coding to AI-driven collaboration in development * Introduced the Agentic SDLC and its impact on the software development lifecycle * Emphasized adapting to the fast-changing AI landscape and “riding the waves” * Showcased Project Bethuya as a real-world case study of human-AI collaboration * Highlighted a model where humans provide approvals while AI agents handle execution Overall, the session highlighted that the future of development lies in humans and AI working as teammates, combining control with automation to build smarter systems. A big thank you to Augustine Correa for an insightful and forward-thinking session. #AI #AgenticAI #AIAgents #SDLC #SoftwareDevelopment #AIEngineering #FutureOfWork #Automation #DevTools #TechTalk #AIinDev #DeveloperCommunity #hackersmang

Session Wrap-Up✅ The session by Darshan Dinesh Bhandary, Software Developer at Kyndryl @Kyndryl , focused on building self-healing cloud systems using GitHub Copilot. It highlighted how modern cloud infrastructure should not only handle scale, but also recover automatically from failures without human intervention. * Explained the need for resilient systems using real-world scenarios like high-traffic events * Demonstrated connecting to cloud environments and monitoring VM health in real time * Showed how systems can automatically restart failed instances to maintain uptime * Scaled the solution to monitor and heal multiple VMs in parallel * Introduced AI-powered diagnostics for analyzing failures and generating incident reports Through a structured, hands-on approach, the session showcased how developers can move from basic monitoring to fully automated recovery workflows using modern AI-assisted tools. Overall, the talk reinforced that the future of cloud systems lies in being self-healing, intelligent, and resilient by design. A big thank you to Darshan Dinesh Bhandary for an insightful and practical session. #CloudComputing #SelfHealingSystems #GitHubCopilot #Azure #DevOps #CloudEngineering #Automation #AIinCloud #SystemDesign #TechTalk #ResilientSystems #DeveloperCommunity #hackersmang

Session Wrap-Up✅ The session by @vedanthvnayak and Rion Jayden Valdar showcased how local AI is transforming surveillance systems into smarter, more responsive, and privacy-aware solutions. By leveraging advancements in modern models, the talk demonstrated how intelligence can be brought closer to the edge. * Introduced the latest capabilities and updates in Gemma 4 * Highlighted performance optimizations enabling efficient local AI processing * Demonstrated powerful analysis and data conversion capabilities * Showcased a live application built using Gemma in action * Enabled *voice-driven environment queries* for intuitive user interaction * Implemented *policy-based safety monitoring* with detailed logging The session also explored broader applications of local AI models and their real-world impact: * Discussed a global, device-friendly AI model capable of running on standard hardware * Highlighted accessibility use cases, especially for visually impaired individuals through real-time object detection and navigation assistance * Addressed limitations of cloud-dependent systems, emphasizing offline capability and faster response times * Showcased integration with mobile AI apps supporting multiple models and developer-friendly features * Demonstrated real-time monitoring in environments like classrooms and labs for safety and behavior tracking * Emphasized privacy benefits of local AI, including no data logging and reduced bias risks Overall, the session emphasized that the future of surveillance lies in intelligent, local-first systems that balance performance, accessibility, and privacy. A big thank you to Vedanth V and Rion Valdar for an insightful and hands-on session. #AI #LocalAI #EdgeAI #SurveillanceTech #Gemma #AIApplications #Accessibility #ComputerVision #AIEngineering #PrivacyFirst #TechTalk #FutureOfAI #DeveloperCommunity #hackersmang

Session Wrap-Up✅ The session by @augvcor explored a critical shift in modern systems where AI agents are no longer just tools, but active participants with their own identities. It highlighted the growing need to rethink identity, authorization, and privacy in a world where autonomous agents operate alongside humans. * Explored the evolution from human identity to non-human agent identity in modern systems * Highlighted security challenges arising from autonomous agents and remote-first infrastructures * Emphasized moving beyond passwords to biometrics and cryptographic binding * Introduced short-lived, context-aware API keys and token rotation for safer interactions * Advocated for attribute-based access control over traditional role-based systems * Addressed risks of over-permissioning and unintended data exposure Overall, the talk reinforced that as AI agents become more powerful, security models must evolve just as fast — focusing on dynamic identity, precise authorization, and continuous monitoring. A big thank you to Augustine Correa for an insightful and forward-looking session. #AI #AIAgents #AgentSecurity #CyberSecurity #IdentityManagement #AccessControl #Privacy #Infosec #SystemDesign #TechTalk #FutureOfAI #DeveloperCommunity #hackersmang

Session Wrap-Up✅ The session by Kiran R. Shetty R Shetty focused on what it really takes to move AI agents from demos to production-ready systems. By introducing the concept of workflow durability, it highlighted how reliable systems are designed to handle failures without losing progress or data. * Showed how durable agents can recover and resume from interruptions * Emphasized the importance of state management and persistence * Addressed real-world challenges like timeouts and system failures Overall, the talk reinforced that building effective AI systems isn’t just about intelligence, but about creating systems that are resilient, reliable, and production-ready A big thank you to Mr. Kiran R Shetty for an insightful and practical session. #AI #AIAgents #AgenticAI #LLM #WorkflowAutomation #DurableSystems #SystemDesign #AIEngineering #Reliability #ScalableSystems #TechTalk #AIinProduction #ClaudeAI #FutureOfAI #DeveloperCommunity #hackersmang

Introducing @augvcor — Championing Tech Communities, Empowering Innovation 🚀 🎤 From Pair Programmer to AI Teammate: AI Assisted Development in the Agentic SDLC 📅 25 Apr, 2026 | UniCourt, Mangaluru 🎟️ Register now – hackersmang.org/hmapr26

Welcoming back @augvcor at HackersMang April 2026 🎤 “When AI Becomes the Insider” — exploring security, privacy & risks of autonomous agents 🔐🚀 📅 25 Apr, 2026 | UniCourt, Mangaluru 🎟️ Register now – hackersmang.org/hmapr26

Introducing Anup Narayan E, Product Engineer at Allstate, at HackersMang April 2026 🎤 “Beyond the Screen Pop” — ambient AI assisting agents in real time 🚀 📅 25 Apr, 2026 | UniCourt, Mangaluru 🎟️ Register now – hackersmang.org/hmapr26

Introducing Mr. Darshan Dinesh Bhandary, Software Developer at Kyndryl, at HMApr26 🎤 “Building Self-Healing Cloud Systems with GitHub Copilot” — automate failure detection & recovery on Azure 🚀 📅 25 Apr, 2026 | UniCourt, Mangaluru 🎟️ Register now – hackersmang.org/hmapr26

Introducing Jyothi Maria Crasta & Ashitha Shetty at HackersMang April 2026 🎤 “Medallion Architecture in Microsoft Fabric” — from raw data to insights with scalable pipelines 🚀 📅 25 Apr, 2026 | UniCourt, Mangaluru 🎟️ Register now – hackersmang.org/hmapr26

Introducing @augvcor at HackersMang April 2026 🎤 “GitHub Copilot: Your AI Companion for Every Workflow” — from coding to deployment with AI 🚀 📅 25 Apr, 2026 | UniCourt, Mangaluru 🎟️ Register now – hackersmang.org/hmapr26

Introducing Nireekshith Kottary from UniCourt at HackersMang April 2026 🎤 “From Guesswork to Insight: Observing LLM Apps with Langfuse” — improving LLM debugging and monitoring 🚀 📅 25 Apr 2026 | UniCourt, Mangaluru 🎟️ Register now – hackersmang.org/hmapr26

Introducing Pratham Kotian, Software Developer at UniCourt, speaking at HMApr26 🎤 “RLM: Recursive Language Models” — exploring how recursive language models tackle long-context tasks and enable more efficient, scalable AI systems 🚀 🎟️ Register now – hackersmang.org/hmapr26

Kiran R Shetty, COO & Director at Aiotrix Pvt Ltd, speaks at HackersMang April 2026 🎤 “Making Agents Reliable with Workflows” — building agents that don’t fail, but resume seamlessly 🚀 📅 25 Apr,2026 📍 UniCourt, Mangaluru 🔗 Register Now : hackersmang.org/hmapr26