kalsoom irshad@kalsoom_irshad

Splitting bills with roommates sounds simple, but rarely is. Most expense apps, Splitwise included, assume everyone contributes and consumes equally, defaulting to an equal split for rent, groceries, electricity, and gas. In real shared living, that assumption breaks down. One flatmate runs the AC for six hours a day, another barely touches it. One room is bigger and should carry more rent. When the app can't tell the difference, roommates sort it out manually, and that's where arguments start. Fair Share removes both problems: the friction of logging, and the unfairness of equal splitting. How it works: Setup takes under a minute — name the flat, pick a currency, add roommates. In Settings, configure the flat's shared infrastructure: electricity rate, tariff status, per room AC specs, water rate, and gas rate. This configuration powers everything downstream. Logging an expense is as simple as talking. A flatmate sends a voice note: "I ran the AC for two hours," "bought groceries for 400 rupees," "we paid 6,000 for rent." Speechmatics transcribes it in real time, and Featherless AI classifies the expense as individual, shared, utility, or rent, logging it automatically with a timestamp. Shared costs like rent stay pending until other roommates confirm them, building a mutually agreed, tamper evident record instead of a memory based dispute. At month end, instead of dividing the total evenly, Fair Share computes a usage weighted split, factoring in AC tonnage, hours run, room rent weight, and utility rates, to show what each roommate actually owes, plus a clear "who owes whom" settlement figure. Why it matters: Fair Share is a fairness engine for shared living. By pairing near zero effort voice capture with usage aware billing, it solves the two reasons roommate expense tools fail: nobody wants to type, and nobody trusts an equal split when usage isn't equal.

The AI Code Summarizer, powered by the advanced Yi-6B-GGUF model, revolutionizes the coding experience for developers. In its concise form, it offers real-time completion, bug detection, and automated documentation, all aimed at streamlining the coding process. In-depth, the Code Summarizer's real-time completion stands out, leveraging the Yi-6B-GGUF model's advanced natural language processing to provide context-aware recommendations. This dynamic adaptation reduces coding time and enhances accuracy, catering to the specific needs of developers. Beyond completion, robust bug detection and correction capabilities contribute significantly. By analyzing code in real-time, the tool identifies potential errors, offering proactive suggestions for corrections. This not only expedites debugging but also enforces coding standards, elevating overall code quality. A key feature is automatic documentation generation for functions and classes, eliminating the need for manual efforts. This not only saves developers time but also ensures consistency in documentation practices, a crucial aspect for maintaining codebases effectively. Versatility is a hallmark, with support for a wide range of programming languages. Seamlessly integrating with popular IDEs, the Code Summarizer ensures accessibility, allowing developers to incorporate its capabilities effortlessly into their preferred coding environments. The collaborative nature of modern software development is addressed through the Code Summarizer's ability to facilitate knowledge sharing. Providing clear explanations of complex code segments in plain language fosters an environment where developers can comprehend and build upon each other's work seamlessly. In summary, the AI-powered Code Summarizer represents a transformative tool for developers, offering real-time completion, bug detection, and automated documentation. Beyond accelerating the coding process,

🌎 Hybrid Hackathon | 💻 Online Build: 3–8 November 2026 | On-site Phase: 8 November 2026 📍 On-site Venue: Pierpont Place 163 W Pierpont Ave, Salt Lake City, UT 84101, USA ✨ Please note that travel and accommodation are not covered.

🌎 Online Hackathon | 💻 Online Build: Sept 26 - Oct 5, 2026 A virtual, global hackathon. Build from anywhere in the world. Dark Factory is the official hackathon of WeAreDevelopers World Congress North America, presented by BAND, but you don't need to be in San Jose to take part. For one week, you build a software factory in BAND Desktop: a band of coding agents that plans work, implements it and checks its own results. 🎟️ Bonus for sign-ups: you are eligible for a free ticket to WeAreDevelopers World Congress North America in San Jose (Sep 23–25). If you do go, stop by the BAND booth: a surprise is waiting for you.

🌎 Hybrid Hackathon | 💻 Online Build: September 10–16, 2026 | 📍 On-site: September 15–17, 2026 The official hackathon of AI Infra Summit — co-organized by Kisaco Research and lablab.ai. Build production-grade AI applications on the modern AI infrastructure stack, alongside 8,000+ attendees, researchers, founders, and infra leaders. 📍 On-site Venue (September 15–17): Santa Clara Convention Center 5001 Great America Pkwy, Santa Clara, CA 📍 On-site participation is by invitation only. Travel and accommodation expenses will not be covered.

🌎 Online Hackathon | 📅 August 3–10, 2026| 💻 Powered by native.builder The official native.builder hackathon, hosted by NativelyAI and lablab.ai. Join founders, developers, designers, and builders to create real AI-native applications powered by native.builder: from idea to deployed product, fully in the cloud. 💻 This hackathon is fully online. No travel required.