# windmill Published articles for windmill. This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles. ## Automating quality support at scale: AI and human in the loop DevFeed: [Automating quality support at scale: AI and human in the loop]() Original publisher: [Read original article]() Author: Hugo Casademont Published: 2026-08-18T00:00:00Z Content type: article Language: en Sources: [Windmill Blog]() Topics: [Artificial Intelligence](), [Claude](), [Discord](), [Slack](), [GitHub Issues](), [email](), [Linear](), [telemetry](), [WebSocket]() Tags: [ai](), [ai-windmill-support-claude](), [automated](), [claude](), [discord](), [email](), [github-issues](), [linear](), [slack](), [support](), [telemetry](), [windmill]() ### AI overview Windmill describes an internal support-automation pipeline that consolidates Discord, Slack, email, and GitHub issues into a Discord queue. It uses Claude and customer context to triage requests, draft replies and fixes, while requiring human approval before responses are sent. ### Source excerpt How does Windmill automate its own support? A Windmill pipeline funnels Discord, Slack and email tickets into one Discord queue, triages them with Claude, drafts replies, and dispatches fixes. ## How building AI Sessions was shaped by our own experience with Webmux DevFeed: [How building AI Sessions was shaped by our own experience with Webmux]() Original publisher: [Read original article]() Author: Tristan Lécuyer Published: 2026-07-26T00:00:00Z Content type: opinion Language: en Sources: [Windmill Blog]() Topics: [AI-assisted coding](), [dashboards](), [Open Source](), [Git](), [Command-line interface](), [Claude Code](), [codex]() Tags: [ai](), [ai-coding-agents](), [browser](), [claude-code](), [cli](), [codex](), [git](), [linear](), [open-source](), [windmill]() ### AI overview The article explains how Windmill's experience building and using Webmux, an open-source dashboard for supervising parallel AI coding agents, influenced the design of its AI Sessions product. It describes Webmux's worktree, tmux, web interface, Linear integration, terminal forwarding, and support for Claude Code and Codex. ### Source excerpt Before we shipped a single line of AI Sessions, we had already spent months supervising AI coding agents on our own codebase, through Webmux, the open-source dashboard we built for ourselves. Here is how that daily use shaped the product. ## AI agent steps in Windmill flows DevFeed: [AI agent steps in Windmill flows]() Original publisher: [Read original article]() Author: Hugo Casademont Published: 2025-11-12T00:00:00Z Content type: article Language: en Sources: [Windmill Blog]() Topics: [AI Agent](), [workflow automation](), [Model Context Protocol](), [JSON Schema](), [Streaming]() Tags: [agents](), [ai](), [ai-agent](), [ai-windmill-agents](), [automation](), [json-schema](), [mcp](), [model-context-protocol](), [streaming](), [webhooks](), [windmill]() ### AI overview This article explains how Windmill AI agent steps let workflows dynamically select and orchestrate tools based on context. It covers tool integration through Windmill scripts and MCP servers, JSON Schema-based tool definitions, structured output across AI providers, MCP compliance, and webhook or HTTP-triggered workflows with streaming options. ### Source excerpt Implementing AI agent steps in Windmill flows: architecture decisions, multi-provider structured output handling, and MCP protocol compliance challenges. ## Windmill AI Chat: Context-aware assistance across the entire platform DevFeed: [Windmill AI Chat: Context-aware assistance across the entire platform]() Original publisher: [Read original article]() Author: Hugo Casademont Published: 2025-06-11T00:00:00Z Content type: article Language: en Sources: [Windmill Blog]() Topics: [AI Chat](), [Artificial Intelligence](), [context](), [Code]() Tags: [ai](), [ai-windmill](), [chat](), [code](), [context](), [navigation](), [windmill](), [workflow](), [workflows]() ### AI overview Windmill describes an AI chat assistant integrated across its platform, including the script editor, flow editor, app editor, and navigation. It offers Navigation, Script, and Flow modes, with context-aware assistance for documentation, code actions, and workflow creation. ### Source excerpt Windmill AI Chat: Context-aware assistance integrated across the entire platform ## Windmill for Supporting Indigenous Communities - Conservation Metrics Case Study DevFeed: [Windmill for Supporting Indigenous Communities - Conservation Metrics Case Study]() Original publisher: [Read original article]() Author: Rudo Kemper Published: 2025-06-03T00:00:00Z Content type: article Language: en Sources: [Windmill Blog]() Topics: [data-processing](), [etl](), [Open Source](), [Monitoring](), [data]() Tags: [brazil](), [case-study](), [case-study-testimonial-tech-for-good](), [dagster](), [dashboards](), [data](), [data-processing](), [etl](), [open-source](), [open-source-software](), [tech-for-good](), [testimonial](), [whatsapp](), [windmill](), [work](), [workflow]() ### AI overview This case study describes how Conservation Metrics uses Windmill to support environmental monitoring and data sovereignty initiatives with indigenous communities. The workflows collect data from field applications and wildlife sensors, process and load it into databases, generate reports and alerts, notify communities through WhatsApp, and update monitoring dashboards. ### Source excerpt This is a testimonial from Rudo Kemper from Conservation Metrics about how Windmill has helped them build open-source software for indigenous communities, enabling automated data processing and critical alerts for environmental protection. ## Two days in Barcelona with the Svelte community DevFeed: [Two days in Barcelona with the Svelte community]() Original publisher: [Read original article]() Author: Guilhem Le Mouel Published: 2025-05-20T00:00:00Z Content type: article Language: en Sources: [Windmill Blog]() Topics: [Svelte](), [frontend development](), [Development](), [JavaScript]() Tags: [2025](), [community](), [frontend-development](), [javascript](), [sponsor](), [summit](), [svelte](), [svelte-5](), [svelte-summit](), [svelte-svelte-summit-sveltekit-svelte-5](), [sveltekit](), [talks](), [windmill]() ### AI overview A first-hand account of attending Svelte Summit Spring 2025 in Barcelona, covering the event's community atmosphere, talks, and Windmill's decision to use Svelte for its frontend. ### Source excerpt A first-hand account of the Svelte Summit Spring 2025 in Barcelona, exploring the talks, community, and why Windmill chose Svelte for its frontend development. ## Windmill for AI Workflows - Investing.com Case Study DevFeed: [Windmill for AI Workflows - Investing.com Case Study]() Original publisher: [Read original article]() Author: Yonathan Adest Published: 2025-02-24T00:00:00Z Content type: article Language: en Sources: [Windmill Blog]() Topics: [Automation](), [data-processing](), [Artificial Intelligence](), [etl](), [tracing](), [Logging](), [PostgreSQL](), [airflow]() Tags: [ai](), [airflow](), [automation](), [case-study](), [case-study-testimonial-fintech-investing](), [data-processing](), [docker-compose](), [embeddings](), [etl](), [fintech](), [human-review](), [investing](), [pdf](), [postgresql](), [push-notifications](), [recommendations](), [testimonial](), [windmill](), [workflows]() ### AI overview This Investing.com case study describes how its AI team uses Windmill to orchestrate content processing and distribution, stock-analysis report generation, and ETL workflows. The workflows use webhooks, AI models, vector embeddings, human review, and PostgreSQL, while Windmill provides tracing, logging, and Docker Compose deployment. ### Source excerpt This is a testimonial from Yonathan Adest, CTO at Investing.com, about how Windmill has helped them to automate their workflows and improve their data processing capabilities.