Workflow Automation

n8n/Dify-style builders, pipeline automation, no-code orchestration, and agent workflows

262 explainers
Smart-Waste-Management-System-DataAnalysis: Smart Waste Management System: When Trash Becomes a Routing Problem
Workflow Automation
Smart-Waste-Management-System-DataAnalysis: Smart Waste Management System: When Trash Becomes a Routing Problem
A university-built IoT data stack that scores bin urgency in real time, recalculates collection routes, and monitors whether vehicles stay on task.
9 min read
nothing-ever-happens: Nothing Ever Happens: The Polymarket Bot That Turns Anti-Hype Into a Trading Strategy
Workflow Automation
nothing-ever-happens: Nothing Ever Happens: The Polymarket Bot That Turns Anti-Hype Into a Trading Strategy
A contrarian Python system scans standalone markets, filters out sports and crypto noise, and buys NO with the kind of defensive engineering you only build after trading against a fragile exchange.
10 min read
core-team-issues: The GitHub repo that turns issue triage into an AI control plane
Workflow Automation
core-team-issues: The GitHub repo that turns issue triage into an AI control plane
Twenty split its core-team workflow into a separate repo, then wired @claude into a GitHub Action that dispatches work back to the main codebase.
10 min read
demo-webhooks: The Deterministic Webhook: How Vercel Labs Tames Deployment Chaos
Workflow Automation
demo-webhooks: The Deterministic Webhook: How Vercel Labs Tames Deployment Chaos
Beyond the POST request. Building a resilient state machine for the modern cloud lifecycle.
finalyearproject: PredictIQ: The MLOps Repo That Treats Customer Prediction Like a Production System
Workflow Automation
finalyearproject: PredictIQ: The MLOps Repo That Treats Customer Prediction Like a Production System
From raw retail transactions to segmentation, explainability, drift detection, and live prediction streams, this project builds the whole loop, not just the model.
10 min read
CourseCraft: The AI Course Builder That Treats Prompts Like Production Inputs
Workflow Automation
CourseCraft: The AI Course Builder That Treats Prompts Like Production Inputs
A deep look at the repo that turns one topic into a structured syllabus, lesson content, YouTube support material, and SaaS-ready course data.
9 min read
EventFlow: The Event Platform That Treats Registration Like a Distributed System
Workflow Automation
EventFlow: The Event Platform That Treats Registration Like a Distributed System
A Go and PostgreSQL codebase that turns registration, waitlists, auth revocation, and audit logging into one disciplined flow.
8 min read
WorldCup26: Tempo: The World Cup Forecasting Engine That Refuses to Be a Black Box
Workflow Automation
WorldCup26: Tempo: The World Cup Forecasting Engine That Refuses to Be a Black Box
A production-grade Python system for calibrated predictions, live bracket simulation, and explainable soccer odds that only promotes models after they beat Elo.
10 min read
hacker-press: The Publishing Pipeline That Compiles a Book Into Audio, Video, and EPUB
Workflow Automation
hacker-press: The Publishing Pipeline That Compiles a Book Into Audio, Video, and EPUB
A single Markdown source becomes synchronized audiobooks, browser-rendered video, print-ready PDFs, and hacker-friendly text formats through deterministic builds and AST-level transforms.
8 min read
Inside `dailydoseofai`: The News Pipeline That Tries to Filter AI Hype Before You See It
Workflow Automation
Inside `dailydoseofai`: The News Pipeline That Tries to Filter AI Hype Before You See It
An automated briefing app that scores, deduplicates, and summarizes AI news into a high-signal daily read, then wraps it in a full-stack TypeScript product built on TanStack Start.
8 min read
nagarikdesu: NagarikAI: The AI Clerk That Turns Complaints Into Bureaucratic Pressure
Workflow Automation
nagarikdesu: NagarikAI: The AI Clerk That Turns Complaints Into Bureaucratic Pressure
A civic-tech prototype for Bengaluru that translates plain-language grievances into formal letters, routes them to the right department, and makes the complaint feel actionable before the LLM even runs.
8 min read
Back2You: The Lost-and-Found App That Turns Ownership Into a Quiz
Workflow Automation
Back2You: The Lost-and-Found App That Turns Ownership Into a Quiz
A vanilla HTML and Firebase system for closed communities, where the smartest feature is not search but verification.
6 min read
NexaAI: The AI SaaS That Treats Vendors Like Building Blocks
Workflow Automation
NexaAI: The AI SaaS That Treats Vendors Like Building Blocks
How a lean stack turns Gemini, Cloudinary, Clerk, and Neon into one unified product, and why the smartest layer is the glue between them.
8 min read
Inside `jobportal`: How One Spring Boot App Splits into Two Products
Workflow Automation
Inside `jobportal`: How One Spring Boot App Splits into Two Products
A role-aware dashboard, shared identity model, and file-based uploads make this job portal more architecturally interesting than it first appears.
8 min read
QuickBite_Food_Delivery: QuickBite: The MERN Food Delivery App That Treats Orders Like a Live State Machine
Workflow Automation
QuickBite_Food_Delivery: QuickBite: The MERN Food Delivery App That Treats Orders Like a Live State Machine
Inside a three-sided marketplace where Socket.io rooms, guarded status transitions, and OTP handoffs keep restaurants, drivers, and customers in sync.
9 min read
gigHood: Insurance That Pays When a Zone Breaks
Workflow Automation
gigHood: Insurance That Pays When a Zone Breaks
How an H3-based disruption engine, proof-of-presence telemetry, and graph fraud checks turn gig-worker protection into a programmable system.
9 min read
RentApart and the Death of the Signup Form
Workflow Automation
RentApart and the Death of the Signup Form
A Django rental backend that uses Google OAuth, lazy onboarding, and cookie-based JWTs to turn identity into a staged workflow instead of a one-time gate.
8 min read
Tkd-Drawsheet-App: The bracket engine that speaks Taekwondo
Workflow Automation
Tkd-Drawsheet-App: The bracket engine that speaks Taekwondo
A close look at the rules logic, local-first state, and tournament-specific workflows behind an open-source draw sheet system built for real competition mats.
8 min read
LBDashboard: The Scrappy Pipeline That Turns Letterboxd Logs Into Film Intelligence
Workflow Automation
LBDashboard: The Scrappy Pipeline That Turns Letterboxd Logs Into Film Intelligence
A clever Python script bridges Letterboxd, TMDB, and Power BI, using page scraping, cached joins, and crew-level metadata to turn personal movie history into something closer to an analyst’s workbook.
7 min read
vercel-labs/workflow-publish-subscribe: Pub/Sub That Refuses to Be a Black Box
Workflow Automation
vercel-labs/workflow-publish-subscribe: Pub/Sub That Refuses to Be a Black Box
A durable workflow demo that turns message delivery into a visible, resumable sequence, then maps execution back onto the code so you can see exactly what happened and where.
8 min read
workflow-recipient-list: When Notification Fan-Out Becomes a Live, Durable Debugger
Workflow Automation
workflow-recipient-list: When Notification Fan-Out Becomes a Live, Durable Debugger
A Next.js reference implementation that shows how the Vercel Workflow SDK turns multi-channel delivery into a replayable, observable system instead of a pile of queues and retries.
8 min read
workflow-throttle: Rate Limiting That You Can Watch Think
Workflow Automation
workflow-throttle: Rate Limiting That You Can Watch Think
A durable token bucket turns a familiar backend pattern into a replayable workflow, then streams every decision into a live code workbench.
8 min read
workflow-transactional-outbox: When the Workflow Becomes the Dashboard
Workflow Automation
workflow-transactional-outbox: When the Workflow Becomes the Dashboard
A Vercel Labs demo that turns the Transactional Outbox pattern into a live, code-linked execution trace, and hints at a future where durable backend logic ships inside the app itself.
8 min read
chat-sdk-deploy-bot: A Slack bot that treats deployment like a control plane
Workflow Automation
chat-sdk-deploy-bot: A Slack bot that treats deployment like a control plane
Vercel Labs' template keeps humans in the loop, pushes the waiting into a durable workflow, and fans the result back out to GitHub and Linear.
11 min read
create-vara-app: the scaffold that learns your contract for you
Workflow Automation
create-vara-app: the scaffold that learns your contract for you
A Vara starter kit that turns one IDL into typed React hooks, live event wiring, and a debug panel, so the frontend starts from the contract instead of from scratch.
10 min read
topfilmtuiter: The repo that turns movie threads into a film canon
Workflow Automation
topfilmtuiter: The repo that turns movie threads into a film canon
A Python pipeline scrapes community ballots, enriches them with TMDB data, and even finds taste-matched cinema neighbors for recommendations.
9 min read
The Citizen Command Center: Unpacking rapidkl-issue-tracker
Workflow Automation
The Citizen Command Center: Unpacking rapidkl-issue-tracker
How a solo developer used Filament PHP and Livewire to build a transparent transit monitor that outpaces official infrastructure.
6 min read
The Zero-Pipeline Deploy: Inside dynamic-workers-rollout-demo
Workflow Automation
The Zero-Pipeline Deploy: Inside dynamic-workers-rollout-demo
How Eric Clemmons combined Cloudflare Dynamic Workers and Key-Value storage to turn infrastructure rollouts into instant database writes.
7 min read
The End of the Black-Box Backend: Inside vercel-labs/workflow-message-translator
Workflow Automation
The End of the Black-Box Backend: Inside vercel-labs/workflow-message-translator
How a Vercel lab experiment uses durable execution and server-sent events to turn raw source code into a real-time observability dashboard.
7 min read
The Architect in the Machine: Inside AutoCAD-Agent-CodeGeneration
Workflow Automation
The Architect in the Machine: Inside AutoCAD-Agent-CodeGeneration
How an experimental LangGraph workflow stops LLMs from hallucinating coordinates by forcing them to use a custom geometry API.
7 min read
The Immortal Function: Inside vercel-labs/workflow-splitter
Workflow Automation
The Immortal Function: Inside vercel-labs/workflow-splitter
How compiler directives and durable execution are solving the brittle agent problem for serverless architectures.
7 min read
The Zero-Trust Classroom: Unpacking UNiTIME
Workflow Automation
The Zero-Trust Classroom: Unpacking UNiTIME
How a cross-platform monorepo uses geofencing, edge-cached timetables, and dynamic QR tokens to solve the university attendance problem.
7 min read
workflow-wire-tap: Inspecting the Infinite Loop: Inside Workflow Wire Tap
Workflow Automation
workflow-wire-tap: Inspecting the Infinite Loop: Inside Workflow Wire Tap
How a "sidecar" pattern for Vercel Workflows turns the black box of durable execution into a real-time developer workbench.
vercel-labs/workflow-priority-queue and the Rise of the Self-Explaining App
Workflow Automation
vercel-labs/workflow-priority-queue and the Rise of the Self-Explaining App
How Vercel Labs uses static analysis and durable execution to turn raw source code into a real-time, interactive debugger.
The Death of the Dashboard: How chat-sdk-form-bot Turns Messaging into Middleware
Workflow Automation
The Death of the Dashboard: How chat-sdk-form-bot Turns Messaging into Middleware
Vercel's reference implementation replaces complex internal admin panels with a high-performance, ephemeral triage protocol.
workflow-message-history: The Living Trace: Debugging Durable Logic
Workflow Automation
workflow-message-history: The Living Trace: Debugging Durable Logic
How Vercel Labs is turning execution logs into interactive "Code Workbenches" for the next generation of AI agents.
cross-ping: The Asymmetric Bridge Between Wasm Actors and EVM
Workflow Automation
cross-ping: The Asymmetric Bridge Between Wasm Actors and EVM
A masterclass in bidirectional messaging using ZK-proofs, Light Clients, and the Actor Model to link the Vara Network with Ethereum.
lightningNavButtonsFSC: The 1KB Escape Hatch for Salesforce Flow
Workflow Automation
lightningNavButtonsFSC: The 1KB Escape Hatch for Salesforce Flow
How a tiny Aura component transformed rigid database wizards into dynamic, branchable user experiences.
repo-explainer: The Repo That Turns Code Into a Feature Article
Workflow Automation
repo-explainer: The Repo That Turns Code Into a Feature Article
A Cloudflare-native editorial engine that reads source code like evidence, plans the story like a newsroom, and ships illustrated technical deep-dives as a single HTML artifact.
9 min read
ThemeSmith-Discord-Bot: ThemeSmith: Architecting Discord Communities with Generative Blueprints
Workflow Automation
ThemeSmith-Discord-Bot: ThemeSmith: Architecting Discord Communities with Generative Blueprints
Moving beyond manual setup to a world where AI prompts generate versioned, reversible, and structured server infrastructure.
7 min read
Smart-Factory-Insights: The 7-Day Warning System Hidden Inside an Industrial IoT Pipeline
Workflow Automation
Smart-Factory-Insights: The 7-Day Warning System Hidden Inside an Industrial IoT Pipeline
From Spark preprocessing to XGBoost predictions and operator-facing dashboards, this repo turns sensor noise into a maintenance decision the factory can use.
10 min read
KrishiLink_AI: KrishiLink AI: The Farm Logistics Repo That Still Works When the Database Doesn’t
Workflow Automation
KrishiLink_AI: KrishiLink AI: The Farm Logistics Repo That Still Works When the Database Doesn’t
A full-stack agricultural marketplace with return-trip matching, cargo consolidation, and an unusual in-memory fallback that keeps the system usable in imperfect conditions.
8 min read
campus_buddy: CampusBuddy: The LMS That Treats Classroom Chat Like Infrastructure
Workflow Automation
campus_buddy: CampusBuddy: The LMS That Treats Classroom Chat Like Infrastructure
A Node, React, and PostgreSQL system that blends live messaging, role-based access, OTP onboarding, and moderation into one campus-wide workflow.
9 min read
Fresher-AI: The Job-Hunt OS Built from a Gateway, a Graph, and a Shared Session Layer
Workflow Automation
Fresher-AI: The Job-Hunt OS Built from a Gateway, a Graph, and a Shared Session Layer
A look at how one open-source platform tries to unify mock interviews, resume feedback, and learning roadmaps into a single candidate workflow.
8 min read
alphaStream: The Open-Source Trading Terminal That Turns News Into a Watchlist-Scoped Signal Feed
Workflow Automation
alphaStream: The Open-Source Trading Terminal That Turns News Into a Watchlist-Scoped Signal Feed
A FastAPI, Next.js, and FinBERT stack that streams market sentiment, persists it as a live ledger, and wraps it in a quant-focused Copilot.
10 min read
HopOn MP: The Carpool App That Turns a Ride Into a Temporary Micro-Community
Workflow Automation
HopOn MP: The Carpool App That Turns a Ride Into a Temporary Micro-Community
A local-first Next.js marketplace for intercity travel in Madhya Pradesh, where booking a seat also creates trust, chat, and coordination.
8 min read
customer-churn-analytics-dashboard: Customer Churn Analytics Platform: Turning a Churn Model Into a Decision System
Workflow Automation
customer-churn-analytics-dashboard: Customer Churn Analytics Platform: Turning a Churn Model Into a Decision System
A Streamlit app that predicts churn, explains model behavior, and translates telco data into business actions with domain-driven feature engineering and XAI.
8 min read
Sunce_Solars: Sunce Solars: The ERP That Treats a Repair Like a State Machine
Workflow Automation
Sunce_Solars: Sunce Solars: The ERP That Treats a Repair Like a State Machine
A solar-service system where tickets, job cards, SLAs, and handoffs are wired together to keep physical work auditable from pickup to closure.
8 min read