Building smarter software with ML and Cloud | CSE undergrad at KIIT

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Abhishek Mallick  • Peerlist

Engineer

<a target="_blank" rel="noopener noreferrer" class="break-all link-break text-gray-500 hover:underline" href="https://runstack.buildlab.in/">Runstack</a> is a middleware layer for AI agents that eliminates context bloat and enables scalable tool usage.Instead of exposing hundreds of tools directly to an LLM (which increases token usage, slows responses, and hits context limits), Runstack introduces a meta-tool architecture - where the model interacts with just four intelligent interfaces: search, authenticate, connect, and execute.Behind the scenes, a dynamic tool registry manages all domain tools (GitHub, math, APIs, etc.), allowing agents to discover and invoke tools on-demand rather than carrying their definitions in every prompt.This results in:<ul><li>Massive token reduction (fixed context size regardless of tool count)</li><li>Better reasoning (LLM focuses only on relevant tools)</li><li>Infinite scalability (connect thousands of tools seamlessly)</li><li>Built-in auth orchestration (OAuth handled via meta layer)</li><li>Zero-code extensibility — add or remove tools without changing agent logic</li><li>Zero downtime updates — new tools become instantly available without redeploys</li></ul>Runstack transforms how AI agents interact with external systems fundamentally decoupling tool management from agent logic - making them faster, smarter, and production-ready at scale.

Runstack

When we launched Architech a few months ago, the goal was simple: make system design less painful and more collaborative. The feedback we got from the community has been incredible, and it pushed us to take things a lot further. This launch brings some of the biggest updates yet: <ul><li>AI-driven design capabilities → Allowing for rapid prototyping and system architecture development.</li><li>Codebase integrations → visualize your GitHub, GitLab &amp; Bitbucket repos instantly. </li><li>GitHub sync → push diagrams right into your project’s README. </li><li>Expanded templates → SaaS, AI/ML pipelines, LLM apps, mobile backends, and more.</li><li>In-house AI models (arch-base &amp; arch-apex) → trained on real architectures and engineering knowledge. </li><li>Themes &amp; customization → make the canvas yours.</li><li>Community sharing → create and share templates with others. </li></ul>Our vision is to make Architech the go-to place for turning messy ideas or complex repos into clear, production-ready architecture blueprints. We’d love your feedback — what works, what doesn’t, and what you’d love to see next. And of course, if you’re building something cool, we’d be excited to hear how Architech fits into your workflow.

Architech

Universal-Box is a powerful tool designed to streamline your development process with a collection of starter templates and projects. It provides a fast and structured way to kickstart your development journey, allowing you to set up new projects with ease and efficiency.<h2>Features</h2><ul><li>Starter Templates: Quickly scaffold new projects using a variety of pre-built templates.</li><li>Project Initialization: Simplify project setup with a single command.</li><li>Flexible Scaffolding: Easily configure and customize your project structure.</li><li>Linting Configuration: Automatically set up linting configurations for JavaScript (ESLint) and Python (Flake8) projects, enhancing code quality.</li><li>Project Generation: Generate project files based on user-defined configuration files (e.g., YAML).</li><li>Repository Cloning: Clone GitHub repositories or specific subdirectories directly into your project.</li><li>Deployment Pipeline: Trigger build and deployment processes (currently under development).</li></ul> DocumentationFor more details and advanced usage, visit the <a target="_blank" rel="noopener noreferrer nofollow" class="text-green-text rich-link break-all link-break" href="https://universal-box.dev/">Universal-Box Documentation</a>.Relevant Links<ul><li><a target="_blank" rel="noopener noreferrer nofollow" class="text-green-text rich-link break-all link-break" href="https://github.com/Abhishek-Mallick/universal-box">Github</a></li><li><a target="_blank" rel="noopener noreferrer nofollow" class="text-green-text rich-link break-all link-break" href="https://www.npmjs.com/package/universal-box">NPM</a></li><li><a target="_blank" rel="noopener noreferrer nofollow" class="text-green-text rich-link break-all link-break" href="https://discord.com/invite/aWtZQTQPe4">Discord</a> </li></ul>

Universal-Box

<h1 class="rich-heading">Disk-Manager</h1><h5 class="rich-heading">"Don't let storage issues slow you down! Try Disk Manager and unleash the true potential of your PC"</h5><hr><h1 class="rich-heading">Project Overview</h1>Welcome to Disk Manager, a powerful Disk Management Software built using C# and the <a target="_blank" rel="noopener noreferrer nofollow" class="text-green-text rich-link break-all link-break" href="http://WPF.NET">WPF.NET</a> framework. With Disk Manager, you can say goodbye to a cluttered hard drive, low disk space warnings, and a sluggish computer. Our software is designed to make your life easier and optimize your storage space efficiently.<h1 class="rich-heading">Key Features:</h1><ul><li>📊 Drive Overview: Get an in-depth view of your disk utilization, including file types and counts. Say goodbye to the mystery of what's taking up space on your drive.</li><li>🧹 Analyze Storage: Our software digs deep to identify dummy files, unused data, and duplicates, allowing you to reclaim precious storage space effortlessly.</li><li>📂 File Management: Easily organize and prioritize your files with insights into file types, recent usage, and sizes.</li><li>🌐 Efficiency: Disk Manager is built on cutting-edge technologies like Windows Presentation Foundation (WPF) and .NET Framework, ensuring a seamless, user-friendly experience.</li><li>🔥 Optimize Your PC: Experience a faster, more efficient computer with optimized storage, all thanks to Disk Manager.</li></ul><h1 class="rich-heading"></h1><h1 class="rich-heading">Download Now:</h1>The stable .msi version of Disk Manager will soon be available in this repository.You can find a high-level walkthrough on this project <a target="_blank" rel="noopener noreferrer nofollow" class="text-green-text rich-link break-all link-break" href="https://www.youtube.com/watch?v=Vkb_YG3Y2Vg">here</a>.