Building smarter software with ML and Cloud | SDE @ JPMC

github

Abhishek Mallick • Peerlist

Engineer

Live demo:&nbsp;<a target="_blank" rel="noopener noreferrer nofollow ugc" class="break-all link-break text-gray-500 hover:underline" href="http://servicelens.buildlab.in">servicelens.buildlab.in</a> Search goes red at 3:07. The page says Search Service. Inventory stopped answering a few minutes earlier, and Search is just the one your users can see. You redraw who calls whom from env vars while someone is already asking for an update.ServiceLens starts from the GitHub repos and draws that mesh itself. It checks each service, and when one fails it pages the person on your on-call sheet, writes the cause from the health, the neighbors, and the logs, and opens a draft fix PR. The on-call engineer does not need an account. The email link is enough, and if nobody acknowledges, it escalates. When the service comes back, the incident closes and leaves a short note, so the next one is not a blank page.A service can register itself from CI, so the graph does not go stale the week after you set it up. After a deploy it calls the GET routes in the code and fails the run if production is not serving them.<ul><li>Reads each repo at a pinned commit and maps routes plus the env vars services use to call each other. Edges it is not sure about stay dashed until you confirm them.</li><li>Health checks every minute over HTTP, TCP, Postgres, and Redis. Services it cannot reach send a heartbeat.</li><li>Rules for down, slow, and error-heavy. One bad check does not page anyone, and a service only has one open incident.</li><li>On-call from a sheet, then email and Slack, with acknowledge, escalation, quiet hours, and per-person severity.</li><li>Log ingest, search, and a live tail. Warnings and errors from the open stay on the incident.</li><li>A write-up from the last half hour of health, neighbor status, those logs, failed checks, and how the last similar incident on that service was closed.</li><li>A draft fix PR from the real source files. It does not merge, one PR per repo per hour, and it stops if the file changed underneath it.</li><li>Contract checks on the GET routes found in the code, by hand, on a schedule, or from CI.</li><li>Drills that take a service down so you can watch the page, the write-up, and the notifications fire.</li><li>A live graph, an in-app feed, owner / editor / viewer roles, and an audit log.</li><li>An API and&nbsp;SKILL.md so CI or an agent can onboard the mesh.</li></ul>Live demo:&nbsp;<a target="_blank" rel="noopener noreferrer nofollow ugc" class="break-all link-break text-gray-500 hover:underline" href="http://servicelens.buildlab.in">servicelens.buildlab.in</a>

ServiceLens

Opaline - Liquid Glass for ReactWhat if your UI didn't just look like glass, but actually behaved like it?Meet Opaline, a collection of liquid glass components for React that brings Apple's signature glass aesthetic to the web. Think translucent surfaces, light-catching edges, subtle colour dispersion, and backgrounds that bend through the glass instead of simply blurring behind it.Under the hood, Opaline uses real displacement maps and physically based refraction to create that unmistakable liquid glass look.What's inside:<ul><li>Real refraction. Glass that bends the backdrop, with light-catching rims and subtle chromatic dispersion.</li><li>50+ components. From glass buttons, dialogs and docks to iOS-inspired controls, code blocks and more.</li><li>Made to be played with. Tune the index of refraction, thickness, surface profile, tint and more to get the exact look you're after.</li><li>Your code, your way. Install components directly into your project with the shadcn CLI. No locked-in component package — just code you can own and customise.</li><li>Built for real interfaces. Powered by Tailwind CSS v4 and Radix UI, with accessible interactions and frosted-glass fallbacks for Safari and Firefox.</li></ul>Whether you're building a macOS-inspired dashboard, a polished portfolio or something entirely your own, Opaline gives you the building blocks to make the interface feel a little more alive.One command to get started:npx shadcn@latest add @opaline/allInterfaces that bend the light.Explore Opaline: <a target="_blank" rel="noopener noreferrer nofollow ugc" class="break-all link-break text-gray-500 hover:underline" href="https://opaline.buildlab.in">https://opaline.buildlab.in</a>

Opaline

Runstack is the tool layer for AI agents, giving AI applications access to thousands of real-world tools and integrations without overwhelming the model with unnecessary context.Building capable AI agents requires more than just an LLM. Agents need access to the applications, data, and services that businesses already use. But integrating every service individually means dealing with APIs, authentication, permissions, tool schemas, maintenance, and increasingly large context requirements.Runstack provides a unified platform for discovering, connecting, and executing tools, allowing agents to work across a large ecosystem of applications while keeping their context focused on the task they are solving.<h3>Thousands of Tools &amp; Integrations</h3>Runstack provides a growing ecosystem of toolkits across engineering, productivity, communication, cloud infrastructure, CRM, analytics, support, business operations, and more.The ecosystem is continuously expanding, with support for new tools and integrations added through Runstack and its open-source toolkit ecosystem. Users can also request integrations or additional capabilities.<h3>Intelligent Tool Discovery</h3>Instead of requiring an AI model to carry every available tool definition in its context, Runstack enables agents to discover tools on demand.An agent can find the capability it needs, understand how to use it, connect the required account, and perform the action. This allows agents to work with a much larger tool ecosystem while keeping their active context focused.The result is a more scalable approach to agent tooling that can help reduce unnecessary input tokens, improve tool selection, and make agents faster and easier to build.<h3>Runstack Agent</h3>Runstack Agent provides a complete AI workspace for interacting with connected applications through natural language.Users can chat with AI agents, connect their accounts, upload documents, use web search, interact with external MCP servers, and execute actions across their connected tools.Runstack supports multiple AI model providers and allows teams to bring their own model credentials. The workspace also provides visibility into tool calls, results, reasoning, and token usage, making it easier to understand what an agent is doing.<h3>Runstack Studio</h3>Runstack Studio is a visual environment for building reusable AI agents and workflows.Teams can define an agent's role, instructions, tools, workflow steps, and conditions, then publish and reuse those agents across their organization.Studio supports reusable workflows for areas such as engineering, sales, support, operations, finance, and business automation. Published agents can be discovered through the marketplace and invoked directly from chat.<h3>MCP Support</h3>Runstack provides native MCP support, allowing its tool ecosystem to be used across modern AI development environments.Developers can connect Runstack with Cursor, VS Code, Claude Desktop, Claude Code, ChatGPT, Codex CLI, Antigravity, and other MCP-compatible clients.This gives developers a single way to bring a broad range of integrations into the AI tools and development environments they already use.<h3>Developer SDKs</h3>Runstack provides multiple SDKs and integration options depending on how developers want to use it.@rnsk/tools brings Runstack's tools directly into applications using the Vercel AI SDK, supporting text generation, streaming, agent loops, and combinations with custom application tools. Developers can use the full ecosystem or scope agents to specific toolkits and workflows.@rnsk/mcp provides a simple way to connect Runstack with MCP-compatible clients and development environments.<h3>Authentication &amp; Security</h3>Runstack simplifies authentication across integrations by handling account connections and OAuth flows for supported applications.Credentials remain outside the AI model while Runstack manages connections and tool execution. This allows agents to perform real actions without exposing sensitive authentication information to the model.<h3>Organizations &amp; Workspaces</h3>Runstack supports both individual users and teams through organizations and workspaces.Teams can invite members, manage multiple workspaces, share agents and connections, configure API keys and model providers, define workspace instructions, and manage security and access controls.Each workspace can also have its own branding, making Runstack suitable for internal AI platforms as well as customer-facing AI products.<h3>Open &amp; Extensible Ecosystem</h3>Runstack's toolkit ecosystem is designed to grow with the AI developer community.Developers can contribute new integrations, extend existing toolkits, create specialized capabilities, and build agents around their own workflows.Runstack — give your AI agents the tools to discover, connect, and act.<ul><li>Hosted server: <a target="_blank" rel="noopener noreferrer nofollow ugc" class="break-all link-break text-gray-500 hover:underline" href="https://runstack.engineer/">runstack.engineer</a></li><li>MCP endpoint: <a target="_blank" rel="noopener noreferrer" class="break-all link-break text-gray-500 hover:underline font-medium text-primary underline-offset-4" href="https://app.runstack.engineer/mcp">app.runstack.engineer/mcp</a> clients use POST</li><li>Documentation: <a target="_blank" rel="noopener noreferrer" class="break-all link-break text-gray-500 hover:underline font-medium text-primary underline-offset-4" href="https://runstack.engineer/docs">runstack.engineer/docs</a></li><li>OSS toolkit registry github: <a target="_blank" rel="noopener noreferrer" class="break-all link-break text-gray-500 hover:underline font-medium text-primary underline-offset-4" href="https://github.com/deepraj21/rnsk-toolkits">deepraj21/rnsk-toolkits</a> &amp; package at <a target="_blank" rel="noopener noreferrer" class="break-all link-break text-gray-500 hover:underline font-medium text-primary underline-offset-4" href="https://www.npmjs.com/package/@rnsk/toolkits">@rnsk/toolkits</a></li></ul>

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>.