# Demo

A rough example or otherwise incomplete version of a conceivable product or future system.

This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles.

## GPT-6 Astra Is Both Incredible and Frustrating

DevFeed: [GPT-6 Astra Is Both Incredible and Frustrating](<https://devfeed.tech/articles/gpt-6-astra-is-both-incredible-and-frustrating-34993.md>)

Original publisher: [Read original article](<https://creatoreconomy.so/p/gpt-6-astra-is-both-incredible-and>)

Author: Peter Yang

Published: 2026-09-09T14:27:15Z

Content type: opinion

Language: en

Sources: [Behind the Craft](<https://devfeed.tech/sources/behind-the-craft.md>)

Topics: [gpt-6-astra](<https://devfeed.tech/topics/gpt-6-astra.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [OpenAI](<https://devfeed.tech/topics/openai.md>), [computer-use](<https://devfeed.tech/topics/computer-use.md>), [blender](<https://devfeed.tech/topics/blender.md>), [Godot](<https://devfeed.tech/topics/godot.md>), [Demo](<https://devfeed.tech/topics/demo.md>), [Tutorial](<https://devfeed.tech/topics/tutorial.md>), [3D](<https://devfeed.tech/topics/3d.md>)

Tags: [3d](<https://devfeed.tech/tags/3d.md>), [ai](<https://devfeed.tech/tags/ai.md>), [blender](<https://devfeed.tech/tags/blender.md>), [computer-use](<https://devfeed.tech/tags/computer-use.md>), [game](<https://devfeed.tech/tags/game.md>), [games](<https://devfeed.tech/tags/games.md>), [gpt-6-astra](<https://devfeed.tech/tags/gpt-6-astra.md>), [openai](<https://devfeed.tech/tags/openai.md>), [tutorial](<https://devfeed.tech/tags/tutorial.md>)

### AI overview

A hands-on opinion piece about OpenAI's GPT-6 Astra, describing strengths in games, 3D model creation, strategic thinking, and computer use, while noting problems that prevent it from becoming the author's daily driver. The article also outlines a workflow using Blender, Godot, and ChatGPT to build games.

### Source excerpt

What OpenAI's new model does well, where it falls short, and how I'm using it.

## How to run an internal-tools demo night: WorkOS field notes

DevFeed: [How to run an internal-tools demo night: WorkOS field notes](<https://devfeed.tech/articles/how-to-run-an-internal-tools-demo-night-that-outside-engineers-actually-show-up-to-16019.md>)

Original publisher: [Read original article](<https://workos.com/blog/internal-tools-demo-night-playbook>)

Author: WorkOS

Published: 2026-08-28T12:52:51Z

Content type: tutorial

Language: en

Sources: [WorkOS Blog](<https://devfeed.tech/sources/workos-blog.md>)

Topics: [Low-Code / Internal Tools](<https://devfeed.tech/topics/internal-tools.md>), [Demo](<https://devfeed.tech/topics/demo.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [demo](<https://devfeed.tech/tags/demo.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [internal-tools](<https://devfeed.tech/tags/internal-tools.md>), [talks](<https://devfeed.tech/tags/talks.md>)

### AI overview

WorkOS shares field notes from running two internal-tools showcases. The playbook covers a sequenced lineup of five short talks, live demonstrations, a single panel Q&A, audience mingling, and contingency planning for presenter and demo failures.

### Source excerpt

Field notes from running the WorkOS internal-tools showcase twice: five talks, live demos only, one Q&A, a sequenced lineup, and a contingency for every demo.

## Agent Night demo recap: Brian Douglas's self-healing Pokémon agent

DevFeed: [Agent Night demo recap: Brian Douglas's self-healing Pokémon agent](<https://devfeed.tech/articles/agent-night-demo-recap-brian-douglas-s-self-healing-pokemon-agent-15985.md>)

Original publisher: [Read original article](<https://workos.com/blog/agent-night-bdougie-self-healing-pokemon-demo-recap>)

Author: WorkOS

Published: 2026-08-17T18:34:12Z

Content type: news

Language: en

Sources: [WorkOS Blog](<https://devfeed.tech/sources/workos-blog.md>)

Topics: [Demo](<https://devfeed.tech/topics/demo.md>), [observability ai agents](<https://devfeed.tech/topics/observability-ai-agents.md>), [telemetry](<https://devfeed.tech/topics/telemetry.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [Python](<https://devfeed.tech/topics/python.md>), [DuckDB](<https://devfeed.tech/topics/duckdb.md>), [Kafka](<https://devfeed.tech/topics/kafka.md>), [Code](<https://devfeed.tech/topics/code.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [code](<https://devfeed.tech/tags/code.md>), [coding](<https://devfeed.tech/tags/coding.md>), [demo](<https://devfeed.tech/tags/demo.md>), [duckdb](<https://devfeed.tech/tags/duckdb.md>), [kafka](<https://devfeed.tech/tags/kafka.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [python](<https://devfeed.tech/tags/python.md>), [self-healing](<https://devfeed.tech/tags/self-healing.md>), [telemetry](<https://devfeed.tech/tags/telemetry.md>), [traces](<https://devfeed.tech/tags/traces.md>)

### AI overview

A recap of Brian Douglas's Agent Night demo shows how Paper Compute ran Pokémon as a self-healing agent for six months. The setup uses Claude Code, a headless Python emulator, and traces from each session and turn. The article explains how labeled traces and per-session reflections can make the agent's history searchable and useful for improvement.

### Source excerpt

Brian Douglas of Paper Compute closed Agent Night with six months of running Pokémon as a self-healing agent: traces, anomalies, dreams, and inceptions.

## What 21 five-minute demos looked like at WorkOS Demo Night

DevFeed: [What 21 five-minute demos looked like at WorkOS Demo Night](<https://devfeed.tech/articles/what-21-five-minute-demos-looked-like-at-workos-demo-night-16074.md>)

Original publisher: [Read original article](<https://workos.com/blog/workos-demo-night-august-2026-recap>)

Author: WorkOS

Published: 2026-08-07T00:00:00Z

Content type: article

Language: en

Sources: [WorkOS Blog](<https://devfeed.tech/sources/workos-blog.md>)

Topics: [Demo](<https://devfeed.tech/topics/demo.md>), [Agent Harness](<https://devfeed.tech/topics/agent-harness.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [agent-harness](<https://devfeed.tech/tags/agent-harness.md>), [demo](<https://devfeed.tech/tags/demo.md>), [mac](<https://devfeed.tech/tags/mac.md>), [mac-os](<https://devfeed.tech/tags/mac-os.md>), [recap](<https://devfeed.tech/tags/recap.md>)

### AI overview

A recap of WorkOS Demo Night in San Francisco, featuring 21 live five-minute demos. The article highlights Carbon Code, an agent harness running on emulated Mac OS 9 that edited its own source and added an effort selector during the event.

### Source excerpt

A recap of the August 5 Demo Night at our San Francisco office: 21 live five-minute demos, no slides, no pitches, and an agent harness running on Mac OS 9.

## OpenTelemetry Demo 3.0 introduces breaking changes to attributes, dashboards, and local deployment

DevFeed: [OpenTelemetry Demo 3.0 introduces breaking changes to attributes, dashboards, and local deployment](<https://devfeed.tech/articles/we-broke-the-otel-demo-32585.md>)

Original publisher: [Read original article](<https://opentelemetry.io/blog/2026/we-broke-the-demo/>)

Author: OpenTelemetry Authors; Docs CC BY

Published: 2026-07-28T10:15:19Z

Content type: opinion

Language: en

Sources: [Blog on OpenTelemetry](<https://devfeed.tech/sources/blog-on-opentelemetry.md>)

Topics: [Demo](<https://devfeed.tech/topics/demo.md>), [OpenTelemetry](<https://devfeed.tech/topics/opentelemetry.md>), [Maintainability](<https://devfeed.tech/topics/maintainability.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>), [Kafka](<https://devfeed.tech/topics/kafka.md>)

Tags: [changes](<https://devfeed.tech/tags/changes.md>), [dashboards](<https://devfeed.tech/tags/dashboards.md>), [demo](<https://devfeed.tech/tags/demo.md>), [maintainability](<https://devfeed.tech/tags/maintainability.md>), [opentelemetry](<https://devfeed.tech/tags/opentelemetry.md>), [services](<https://devfeed.tech/tags/services.md>)

### AI overview

This article explains intentional breaking changes in OpenTelemetry Demo 3.0, including renamed custom telemetry attributes, broken dashboards and queries, and a revised local-run configuration split across multiple files. The changes aim to improve maintainability and make forks easier to manage.

### Source excerpt

If you've been running the Demo for some time, you may have seen a couple of structural changes lately, and you may even have gotten mad about things not working as expected. We feel your pain and we totally understand it. Unfortunately there was no better way to change things without breaking the existing flow. Some of what you knew is gone. New services were added. Attribute names have changed. If you had dashboards with custom metrics, everything is broken now.

## Journées du Logiciel Libre (JDLL)

DevFeed: [Journées du Logiciel Libre (JDLL)](<https://devfeed.tech/articles/journees-du-logiciel-libre-jdll-34789.md>)

Original publisher: [Read original article](<https://www.haiku-os.org/conference/2026_journ%C3%A9es_du_logiciel_libre_jdll/>)

Published: 2026-05-29T01:00:00Z

Content type: news

Language: en

Sources: [Haiku Project](<https://devfeed.tech/sources/haiku-project.md>)

Topics: [free software](<https://devfeed.tech/topics/free-software.md>), [Development](<https://devfeed.tech/topics/development.md>), [Demo](<https://devfeed.tech/topics/demo.md>), [3D](<https://devfeed.tech/topics/3d.md>)

Tags: [3d](<https://devfeed.tech/tags/3d.md>), [developers](<https://devfeed.tech/tags/developers.md>), [event](<https://devfeed.tech/tags/event.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [printing](<https://devfeed.tech/tags/printing.md>), [speaking](<https://devfeed.tech/tags/speaking.md>)

### AI overview

The 2026 Journées du Logiciel Libre (JDLL) is a French-speaking free software event in Lyon, France, held May 30-31, 2026. Haiku will have a booth, and mmu_man and PulkoMandy will present a talk about recent Haiku development.

### Source excerpt

Free software booths, and a lot of talks for both the general public and developers. Also games for kids, and 3D printing and other demos by the local fablab. French speaking event. Event Dates: 2026-05-30 - 2026-05-31 Event Homepage: https://www.jdll.org/ Activities: Haiku booth. A talk by mmu_man & PulkoMandy about "What's new in Haiku?" (news from the last year in Haiku development). Location ENS site Descartes, 19 allée de Fontenay, 69007 Lyon France Event report: TODO

## Test Database Resilience with the CockroachDB Fault Tolerance Demo

DevFeed: [Test Database Resilience with the CockroachDB Fault Tolerance Demo](<https://devfeed.tech/articles/test-database-resilience-with-the-cockroachdb-fault-tolerance-demo-23774.md>)

Original publisher: [Read original article](<https://cockroachlabs.com/blog/database-fault-tolerance-demo-cockroachdb>)

Author: David Bressler,Ayushi Jain

Published: 2026-04-08T00:00:00Z

Content type: tutorial

Language: en

Sources: [Cockroach Labs](<https://devfeed.tech/sources/cockroach-labs.md>)

Topics: [CockroachDB](<https://devfeed.tech/topics/cockroachdb.md>), [Resilience](<https://devfeed.tech/topics/resilience.md>), [Availability](<https://devfeed.tech/topics/availability.md>), [Demo](<https://devfeed.tech/topics/demo.md>), [distributed-systems](<https://devfeed.tech/topics/distributed-systems.md>), [consistency](<https://devfeed.tech/topics/consistency.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>)

Tags: [availability](<https://devfeed.tech/tags/availability.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [cockroachdb](<https://devfeed.tech/tags/cockroachdb.md>), [consistency](<https://devfeed.tech/tags/consistency.md>), [demo](<https://devfeed.tech/tags/demo.md>), [failover](<https://devfeed.tech/tags/failover.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [production](<https://devfeed.tech/tags/production.md>), [resilience](<https://devfeed.tech/tags/resilience.md>), [verify](<https://devfeed.tech/tags/verify.md>)

### AI overview

This article explains how to use CockroachDB's Fault Tolerance Demo to trigger a real availability zone failure and observe availability, performance, consistency, failover, and replica rebalancing. The Public Preview demo is available to CockroachDB Cloud Advanced customers through the Cloud Console and should be run on a dedicated test or staging cluster.

### Source excerpt

The CockroachDB database fault tolerance demo lets you trigger a real availability zone (AZ) failure within your cluster.

## Evil Trout + DEG

DevFeed: [Evil Trout + DEG](<https://devfeed.tech/articles/evil-trout-deg-40647.md>)

Original publisher: [Read original article](<https://eviltrout.com/blog/2026-03-31-evil-trout-plus-deg/>)

Published: 2026-03-31T00:00:00Z

Content type: article

Language: en

Sources: [Robin Ward](<https://devfeed.tech/sources/robin-ward.md>)

Topics: [Demo](<https://devfeed.tech/topics/demo.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [deal](<https://devfeed.tech/tags/deal.md>), [demo](<https://devfeed.tech/tags/demo.md>), [developers](<https://devfeed.tech/tags/developers.md>), [games](<https://devfeed.tech/tags/games.md>), [puzzles](<https://devfeed.tech/tags/puzzles.md>), [steam](<https://devfeed.tech/tags/steam.md>)

### AI overview

Evil Trout founder Robin Ward describes investing in Doseo's puzzle game DEG after playing its demo during Steam Next Fest. The funding will support the game's improvement and marketing; a full release is planned for later in 2026.

### Source excerpt

During the last Steam Next Fest, I played a demo of a puzzle game called DEG that was getting a lot of buzz. The game is made for people who like grid puzzles like Sudoku, or Nurikabe, with many additional unique concepts and puzzle ideas that are tutorialized silently to the player. Needless to say, I was hooked. I reached out to Doseo, its creator, and inquired about investing in the game. We discussed how he would use additional money to improve and market the game, and a deal was struck.

## How to Make Software Demos More Effective by Focusing on User Stories

DevFeed: [How to Make Software Demos More Effective by Focusing on User Stories](<https://devfeed.tech/articles/demo-why-not-what-27338.md>)

Original publisher: [Read original article](<https://blog.mmckenna.me/demo-why-not-what>)

Author: Matt McKenna

Published: 2026-03-23T13:00:00Z

Content type: tutorial

Language: en

Sources: [Matt McKenna](<https://devfeed.tech/sources/matt-mckenna.md>)

Topics: [Demo](<https://devfeed.tech/topics/demo.md>)

Tags: [demo](<https://devfeed.tech/tags/demo.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [mobile-development](<https://devfeed.tech/tags/mobile-development.md>), [technical](<https://devfeed.tech/tags/technical.md>)

### AI overview

This article presents a framework for making software demos more effective by explaining why a feature matters, grounding it in a user story, showing a clear happy path, highlighting the moment of value, and closing with the outcome.

### Source excerpt

Intro This year at Square we started shipping aggressively. Powered by a completed migration, new feature roadmaps, and AI adoption, we shifted into a build, demo, iterate, ship cycle. My team was sho

## Engineering Den: implementing a new query manager (demo)

DevFeed: [Engineering Den: implementing a new query manager (demo)](<https://devfeed.tech/articles/engineering-den-implementing-a-new-query-manager-demo-12697.md>)

Original publisher: [Read original article](<https://www.redpanda.com/blog/engineering-den-query-manager-implementation-demo>)

Author: Grzegorz Dudek

Published: 2026-01-27T00:00:00Z

Content type: article

Language: en

Sources: [Redpanda](<https://devfeed.tech/sources/redpanda.md>)

Topics: [Demo](<https://devfeed.tech/topics/demo.md>), [Query (disambiguation)](<https://devfeed.tech/topics/query.md>), [SQL](<https://devfeed.tech/topics/sql.md>), [Streaming](<https://devfeed.tech/topics/streaming.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [debug](<https://devfeed.tech/topics/debug.md>)

Tags: [debug](<https://devfeed.tech/tags/debug.md>), [demo](<https://devfeed.tech/tags/demo.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [sql](<https://devfeed.tech/tags/sql.md>), [streaming](<https://devfeed.tech/tags/streaming.md>)

### AI overview

This Engineering Den article presents a demo of Redpanda's refactored query manager. It explains how a deterministic state machine improves query lifecycle management, scheduling, cancellation, restart behavior, cluster stability, logging, and debuggability at scale.

### Source excerpt

Clear state, predictable behavior, fewer surprises. That's what happened after we refactored our scheduler. Here's what we did and a demo comparing the old with the new.

## A look back at 2025 demo development at ClickHouse

DevFeed: [A look back at 2025 demo development at ClickHouse](<https://devfeed.tech/articles/a-look-back-at-2025-demo-development-at-clickhouse-5224.md>)

Original publisher: [Read original article](<https://clickhouse.com/blog/demo-review-2025>)

Author: Lionel Palacin

Published: 2025-12-30T00:00:00Z

Content type: article

Language: en

Sources: [ClickHouse Blog](<https://devfeed.tech/sources/clickhouse-blog.md>)

Topics: [clickhouse](<https://devfeed.tech/topics/clickhouse.md>), [Demo](<https://devfeed.tech/topics/demo.md>), [Development](<https://devfeed.tech/topics/development.md>), [real-time](<https://devfeed.tech/topics/real-time.md>), [benchmarking](<https://devfeed.tech/topics/benchmarking.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>), [WebSocket](<https://devfeed.tech/topics/websocket.md>), [data](<https://devfeed.tech/topics/data.md>), [Go Language](<https://devfeed.tech/topics/go-language.md>)

Tags: [2025](<https://devfeed.tech/tags/2025.md>), [analytics](<https://devfeed.tech/tags/analytics.md>), [apis](<https://devfeed.tech/tags/apis.md>), [applications](<https://devfeed.tech/tags/applications.md>), [benchmarking](<https://devfeed.tech/tags/benchmarking.md>), [benchmarks](<https://devfeed.tech/tags/benchmarks.md>), [clickhouse](<https://devfeed.tech/tags/clickhouse.md>), [data](<https://devfeed.tech/tags/data.md>), [demo](<https://devfeed.tech/tags/demo.md>), [development](<https://devfeed.tech/tags/development.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [examples](<https://devfeed.tech/tags/examples.md>), [go](<https://devfeed.tech/tags/go.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [speed](<https://devfeed.tech/tags/speed.md>), [ui](<https://devfeed.tech/tags/ui.md>), [websocket](<https://devfeed.tech/tags/websocket.md>)

### AI overview

The article reviews notable ClickHouse demos developed in 2025, emphasizing how hands-on applications make database performance tangible. It describes StockHouse, a real-time market analytics application that streams stock and crypto data through WebSocket APIs, ingests it into ClickHouse, and updates a dashboard within milliseconds.

### Source excerpt

Have a look at some of the most notable demos we built this year, and how they help people feel the speed of ClickHouse through real, hands-on examples.

## A series of tricks and techniques I learned doing tiny GLSL demos

DevFeed: [A series of tricks and techniques I learned doing tiny GLSL demos](<https://devfeed.tech/articles/a-series-of-tricks-and-techniques-i-learned-doing-tiny-glsl-demos-26122.md>)

Original publisher: [Read original article](<http://blog.pkh.me/p/48-a-series-of-tricks-and-techniques-i-learned-doing-tiny-glsl-demos.html>)

Published: 2025-12-07T17:48:26Z

Content type: tutorial

Language: en

Sources: [The Last Static Blog RSS](<https://devfeed.tech/sources/the-last-static-blog-rss.md>)

Topics: [glsl](<https://devfeed.tech/topics/glsl.md>), [Demo](<https://devfeed.tech/topics/demo.md>), [Code](<https://devfeed.tech/topics/code.md>), [iteration](<https://devfeed.tech/topics/iteration.md>), [color](<https://devfeed.tech/topics/color.md>)

Tags: [code](<https://devfeed.tech/tags/code.md>), [demo](<https://devfeed.tech/tags/demo.md>), [fun](<https://devfeed.tech/tags/fun.md>), [glsl](<https://devfeed.tech/tags/glsl.md>), [graphics](<https://devfeed.tech/tags/graphics.md>), [iteration](<https://devfeed.tech/tags/iteration.md>), [math](<https://devfeed.tech/tags/math.md>), [prog](<https://devfeed.tech/tags/prog.md>), [techniques](<https://devfeed.tech/tags/techniques.md>), [tricks](<https://devfeed.tech/tags/tricks.md>)

### AI overview

This tutorial examines four tiny GLSL demos--Moonlight, Entrance 3, Archipelago, and Cutie--and explains selected techniques learned while creating them. It introduces an alternative raymarching approach using inverse-density color contributions and relates it to photon-density integration.

### Source excerpt

In the past two months or so, I spent some time making tiny GLSL demos. I wrote an article about the first one, Red Alp. There, I went into details about the whole process, so I recommend to check it out first if you're not familiar with the field. We will look at 4 demos: Moonlight, Entrance 3, Archipelago, and Cutie. But this time, for each demo, we're going to cover one or two things I learned from it. It won't be a deep dive into every aspect because it would be extremely redundant. Instead, I'll take you along a journey of learning experiences. Moonlight Moonlight demo in 460 characters // Moonlight [460] by bµg // License: CC BY-NC-SA 4.0 void main(){vec3 o,p,u=vec3((P+P-R)/R.y,1),Q;Q++;for(float d,a,m,i,t;i++<1e2;p=t<7.2?Q:vec3(2,1,0),d=abs(d)*.15+.1,o+=p/m+(t>9.?d=9.,Q:p/d),t+=min(m,d))for(p=normalize(u)*t,p.z-=5e1,m=max(length(p)-1e1,.01),p.z+=T,d=5.-length(p.xy*=mat2(cos(t*.2+vec4(0,33,11,0)))),a=.01;a<1.;a+=a)p.xz*=mat2(8,6,-6,8)*.1,d-=abs(dot(sin(p/a*.6-T*.3),p-p+a)),m+=abs(dot(sin(p/a/5.),p-p+a/5.));o/=4e2;O=vec4(tanh(mix(vec3(-35,-15,8),vec3(118,95,60),o-o*length(u.xy*.5))*.01),1);} Note See it on its official page, or play with the code on its Shadertoy portage. In Red Alp, I used volumetric raymarching to go through the clouds and fog, and it took quite a significant part of the code to make the absorption and emission convincing. But there is an alternative technique that is surprisingly simpler. In the raymarching loop, the color contribution at each iteration becomes 1/d or c/d where d is the density of the material at the current ray position, and c an optional color tint if you don't want to work in grayscale level. Some variants exist, for example 1/d^2, but we'll focus on 1/d. 1/d explanation Let's see how it looks in practice with a simple cube raymarch where we use this peculiar contribution: One glowing and rotating cube void main() { float d, t; vec3 o, p, u = normalize(vec3(P+P-R,R.y)); // screen to world coordinate for (int i = 0; i < 30

## Meet the Builders: Highlights from the MCP Server Builder Meetup

DevFeed: [Meet the Builders: Highlights from the MCP Server Builder Meetup](<https://devfeed.tech/articles/meet-the-builders-highlights-from-the-mcp-server-builder-meetup-23453.md>)

Original publisher: [Read original article](<https://www.apollographql.com/blog/meet-the-builders-highlights-from-the-mcp-server-builder-meetup>)

Author: Amanda Martin

Published: 2025-07-08T10:55:00Z

Content type: article

Language: en

Sources: [Apollo Blog](<https://devfeed.tech/sources/apollo-blog.md>)

Topics: [MCP Server](<https://devfeed.tech/topics/mcp-server.md>), [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [Demo](<https://devfeed.tech/topics/demo.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [client](<https://devfeed.tech/topics/client.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [agents](<https://devfeed.tech/tags/agents.md>), [announcement](<https://devfeed.tech/tags/announcement.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [community](<https://devfeed.tech/tags/community.md>), [developer](<https://devfeed.tech/tags/developer.md>), [developers](<https://devfeed.tech/tags/developers.md>), [events](<https://devfeed.tech/tags/events.md>), [llms](<https://devfeed.tech/tags/llms.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [mcp-server](<https://devfeed.tech/tags/mcp-server.md>), [meetup](<https://devfeed.tech/tags/meetup.md>), [model-context-protocol](<https://devfeed.tech/tags/model-context-protocol.md>), [tool](<https://devfeed.tech/tags/tool.md>), [tools](<https://devfeed.tech/tags/tools.md>), [workflows](<https://devfeed.tech/tags/workflows.md>)

### AI overview

Apollo's recap of its first MCP Server Builder Meetup highlights demonstrations of building, testing, and composing MCP servers and agent workflows. The sessions covered Goose, Square's layered MCP server approach, and Langflow's visual MCP client and server capabilities.

### Source excerpt

On June 18th, we hosted our very first MCP Server Builder Meetup in San Francisco, bringing together engineers, tinkerers, and early adopters to explore the future of building AI-native developer experiences with Model Context Protocol (MCP). This was more than just a showcase of cool demos. It marked the launch of a new community of developers building for and with LLMs using MCP servers. The energy in the room made one thing clear: this community is ready to build what's next.

## Verlet cloth

DevFeed: [Verlet cloth](<https://devfeed.tech/articles/verlet-cloth-28095.md>)

Original publisher: [Read original article](<https://jlongster.com/verlet-cloth>)

Author: James Long

Published: 2025-04-11T12:00:00Z

Content type: article

Language: en

Sources: [James Long](<https://devfeed.tech/sources/james-long.md>)

Topics: [Demo](<https://devfeed.tech/topics/demo.md>), [Code](<https://devfeed.tech/topics/code.md>), [Canvas](<https://devfeed.tech/topics/canvas.md>)

Tags: [canvas](<https://devfeed.tech/tags/canvas.md>), [code](<https://devfeed.tech/tags/code.md>), [demo](<https://devfeed.tech/tags/demo.md>), [experiment](<https://devfeed.tech/tags/experiment.md>), [script](<https://devfeed.tech/tags/script.md>)

### AI overview

An interactive Verlet cloth demo lets users drag the cloth with the left mouse button, tear it with the right button, and adjust its size. The demo was written with a fork of LLJS that compiles to asm.js, and its code is available.

### Source excerpt

body { background-color: black; } #demo-mount { margin-top: 50px; } .sizer { position: absolute; bottom: 60px; width: 500px; left: calc(50% - 250px); text-align: center; color: white; background-color: #303040; padding: 20px; border-radius: 6px; } .sizer input { width: 100%; margin-bottom: 20px; } .sizer .output { font-size: 3em; line-height: 1em; } .info { position: fixed; bottom: 0; right: 0; display: block; margin: 1.5em; } .info.closed { display: none; } .info span { display: block; text-align: right; font-size: .75em; } div.info { color: white; width: 250px; background-color: rgba(255, 255, 255, .2); padding: 1em; } a.info { color: #004854; background-color: white; border-radius: 50%; width: 25px; height: 25px; text-align: center; padding-top: 12px; line-height: 0; opacity: .4; -webkit-box-sizing: border-box; -moz-box-sizing: border-box; box-sizing: border-box; } a.info:hover { opacity: 1; cursor: pointer; } ^96c620 <div id="demo-mount"></div> ^f31aec <div class="sizer"> <input name="size" type="range" min="100" max="350" value="100" /> <div class="output">32 x 33</div> </div> <a class="info">?</a> <div class="info closed"> <p> Drag the cloth around with the left mouse button, and tear it with the right button. </p> <p> This was written with <a href="https://github.com/jlongster/LLJS">my fork</a> of <a href="http://lljs.org/">LLJS</a> that compiles to <a href="http://asmjs.org/">asm.js</a>. Get <a href="https://github.com/jlongster/lljs-cloth">the code</a>, and see more demos at <a href="https://jlongster.com">my site</a>. <span>- James Long</span> </p> </div> <script src="https://archive.jlongster.com/lljs-cloth/stats.min.js"></script> <script src="https://archive.jlongster.com/lljs-cloth/gl-matrix.js"></script> <script src="https://archive.jlongster.com/lljs-cloth/gl-renderer.js"></script> <script src="https://archive.jlongster.com/lljs-cloth/canvas-renderer.js"></script> <script src="https://archive.jlongster.com/lljs-cloth/verlet-run.js"></script> <script s

## Replay '25, day one: Hackathon & workshops

DevFeed: [Replay '25, day one: Hackathon & workshops](<https://devfeed.tech/articles/replay-25-day-one-hackathon-workshops-35951.md>)

Original publisher: [Read original article](<https://temporal.io/blog/replay-25-day-one-hackathon-workshops>)

Author: Tim Imkin

Published: 2025-03-04T00:00:00Z

Content type: news

Language: en

Sources: [Temporal Blog](<https://devfeed.tech/sources/temporal-blog.md>)

Topics: [Hackathon](<https://devfeed.tech/topics/hackathon.md>), [Demo](<https://devfeed.tech/topics/demo.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Microservice](<https://devfeed.tech/topics/microservice.md>), [Back end](<https://devfeed.tech/topics/backend.md>), [Front end](<https://devfeed.tech/topics/frontend.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [backend](<https://devfeed.tech/tags/backend.md>), [community](<https://devfeed.tech/tags/community.md>), [demo](<https://devfeed.tech/tags/demo.md>), [encryption](<https://devfeed.tech/tags/encryption.md>), [frontend](<https://devfeed.tech/tags/frontend.md>), [hackathon](<https://devfeed.tech/tags/hackathon.md>), [london](<https://devfeed.tech/tags/london.md>), [workshops](<https://devfeed.tech/tags/workshops.md>)

### AI overview

Day one of Replay '25 in London brought developers together for workshops and a hackathon. Seven teams explored projects across AI, visualization, finance, gaming, developer experience, batch processing, and microservice orchestration, then presented lightning demos including workflow visualizers, a Slack Support Bot, an AI Code Edit Loop, and a Temporal Auction System.

### Source excerpt

Day one of Replay '25 was great! Attendees joined us to learn from our workshops and jam with their peers during the Hackathon.

## Learn to build and run AI powered apps at Firebase Demo Day '24

DevFeed: [Learn to build and run AI powered apps at Firebase Demo Day '24](<https://devfeed.tech/articles/learn-to-build-and-run-ai-powered-apps-at-firebase-demo-day-24-16570.md>)

Original publisher: [Read original article](<https://firebase.blog/posts/2024/11/demo-day>)

Author: Yasmin Gehman

Published: 2024-11-19T00:00:00Z

Content type: article

Language: en

Sources: [Firebase Blog](<https://devfeed.tech/sources/firebase-blog.md>)

Topics: [Firebase](<https://devfeed.tech/topics/firebase.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Demo](<https://devfeed.tech/topics/demo.md>), [Genkit](<https://devfeed.tech/topics/genkit.md>), [hosting](<https://devfeed.tech/topics/hosting.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [app-hosting](<https://devfeed.tech/tags/app-hosting.md>), [build](<https://devfeed.tech/tags/build.md>), [demo](<https://devfeed.tech/tags/demo.md>), [demo-day](<https://devfeed.tech/tags/demo-day.md>), [event](<https://devfeed.tech/tags/event.md>), [firebase](<https://devfeed.tech/tags/firebase.md>), [full-stack-development](<https://devfeed.tech/tags/full-stack-development.md>), [gemini](<https://devfeed.tech/tags/gemini.md>), [genkit](<https://devfeed.tech/tags/genkit.md>), [hosting](<https://devfeed.tech/tags/hosting.md>), [remote-config](<https://devfeed.tech/tags/remote-config.md>), [vertex-ai](<https://devfeed.tech/tags/vertex-ai.md>)

### AI overview

Firebase Demo Day 2024 presents eight short demos showing how to build, deploy, run, monitor, and optimize AI-powered applications with Firebase products including Genkit, Vertex AI in Firebase, Gemini in Firebase, and Firebase App Hosting.

### Source excerpt

See us transform our travel app with the power of Firebase and AI

## Save the date for Firebase Demo Day '24

DevFeed: [Save the date for Firebase Demo Day '24](<https://devfeed.tech/articles/save-the-date-for-firebase-demo-day-24-16560.md>)

Original publisher: [Read original article](<https://firebase.blog/posts/2024/10/announcing-demo-day>)

Author: Yasmin Gehman

Published: 2024-10-16T00:00:00Z

Content type: release

Language: en

Sources: [Firebase Blog](<https://devfeed.tech/sources/firebase-blog.md>)

Topics: [Firebase](<https://devfeed.tech/topics/firebase.md>), [Demo](<https://devfeed.tech/topics/demo.md>), [Google](<https://devfeed.tech/topics/google.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Genkit](<https://devfeed.tech/topics/genkit.md>), [hosting](<https://devfeed.tech/topics/hosting.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [announce](<https://devfeed.tech/tags/announce.md>), [app-hosting](<https://devfeed.tech/tags/app-hosting.md>), [demo-day](<https://devfeed.tech/tags/demo-day.md>), [event](<https://devfeed.tech/tags/event.md>), [firebase](<https://devfeed.tech/tags/firebase.md>), [full-stack-development](<https://devfeed.tech/tags/full-stack-development.md>), [genkit](<https://devfeed.tech/tags/genkit.md>), [google](<https://devfeed.tech/tags/google.md>), [hosting](<https://devfeed.tech/tags/hosting.md>), [products](<https://devfeed.tech/tags/products.md>), [virtual](<https://devfeed.tech/tags/virtual.md>)

### AI overview

Firebase announces the second Firebase Demo Day, a virtual showcase scheduled for November 19, 2024. The event will feature demos of Firebase products and features, including Firebase Genkit, Vertex AI in Firebase, Gemini in Firebase, and Firebase App Hosting.

### Source excerpt

Demo Day is back for round two! Mark your calendars for November 19, 2024

## OMS: A Temporal reference application for Order Management Systems

DevFeed: [OMS: A Temporal reference application for Order Management Systems](<https://devfeed.tech/articles/oms-a-temporal-reference-application-for-order-management-systems-35930.md>)

Original publisher: [Read original article](<https://temporal.io/blog/oms-a-temporal-reference-application-for-order-management-systems>)

Author: Paul Nordstrom

Published: 2024-09-26T04:00:00Z

Content type: tutorial

Language: en

Sources: [Temporal Blog](<https://devfeed.tech/sources/temporal-blog.md>)

Topics: [Demo](<https://devfeed.tech/topics/demo.md>), [context](<https://devfeed.tech/topics/context.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [Encryption](<https://devfeed.tech/topics/encryption.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [SDK](<https://devfeed.tech/topics/sdk.md>), [Code](<https://devfeed.tech/topics/code.md>), [web applications](<https://devfeed.tech/topics/web-applications.md>)

Tags: [announcements](<https://devfeed.tech/tags/announcements.md>), [code](<https://devfeed.tech/tags/code.md>), [demo](<https://devfeed.tech/tags/demo.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [encryption](<https://devfeed.tech/tags/encryption.md>), [implementation](<https://devfeed.tech/tags/implementation.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [sdk](<https://devfeed.tech/tags/sdk.md>)

### AI overview

Temporal's OMS demo is a reference order management application that shows how core Temporal features work together in a realistic use case. The article explains how to get started, access videos and documentation, use encryption, and deploy the application to Kubernetes in AWS.

### Source excerpt

Our Order Management System (OMS) demo app helps developers learn core platform features in context--from Workflows to encryption and Kubernetes deployment.

## Hack Day 2024: Sports and Election Prototypes

DevFeed: [Hack Day 2024: Sports and Election Prototypes](<https://devfeed.tech/articles/hack-day-summer-of-sport-fall-of-democracy-19973.md>)

Original publisher: [Read original article](<https://www.theguardian.com/info/article/2024/jun/17/hack-day-summer-of-sport-fall-of-democracy>)

Author: Rasha Ardati, Mariot Chauvin

Published: 2024-06-17T14:42:54Z

Content type: article

Language: en

Sources: [Guardian](<https://devfeed.tech/sources/guardian.md>)

Topics: [Demo](<https://devfeed.tech/topics/demo.md>), [Browser Extension](<https://devfeed.tech/topics/browser-extension.md>), [Programming](<https://devfeed.tech/topics/programming.md>), [Structured-data](<https://devfeed.tech/topics/structured-data.md>)

Tags: [demo](<https://devfeed.tech/tags/demo.md>), [extension](<https://devfeed.tech/tags/extension.md>), [hack](<https://devfeed.tech/tags/hack.md>), [programming](<https://devfeed.tech/tags/programming.md>)

### AI overview

Guardian colleagues held a two-day 2024 hack day themed around sports and upcoming elections. The article highlights selected concepts, including favicon-based liveblog displays, a browser extension that turns paragraphs into crosswords, and structured tennis scores for liveblogs.

### Source excerpt

Recently, colleagues across the product and engineering department, as well as other parts of the organisation, came together for another exciting hack day For our first hack day of 2024 we kicked off with a grand theme around all the major events of the world, including sport and upcoming elections around the world. Hackers played around with the idea of using python programming language and real-time mobile telemetry data to influence the outcome of UK elections, they proposed a bold new journalistic geometry, added fun polls, quizzes and newsletters sign ups to the live blog, as well as posed the question: " Can bedrock do what CAPI can do?" And that's only 4 of the 19 amazing hacks produced and presented over the two-day event! A counter in the favicon for unread liveblog entries, which would appear on liveblogs. A more experimental demo that displayed a tiny version of the Guardian article being read entirely within the favicon. This included a Guardian header, real-time scrolling, all the article text, and images. Continue reading...

## Save the date for Firebase's first Demo Day!

DevFeed: [Save the date for Firebase's first Demo Day!](<https://devfeed.tech/articles/save-the-date-for-firebase-s-first-demo-day-16529.md>)

Original publisher: [Read original article](<https://firebase.blog/posts/2023/10/announcing-demo-day>)

Author: Annum Munir

Published: 2023-10-16T00:00:00Z

Content type: release

Language: en

Sources: [Firebase Blog](<https://devfeed.tech/sources/firebase-blog.md>)

Topics: [Firebase](<https://devfeed.tech/topics/firebase.md>), [Demo](<https://devfeed.tech/topics/demo.md>), [Development](<https://devfeed.tech/topics/development.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Flutter](<https://devfeed.tech/topics/flutter.md>), [Google](<https://devfeed.tech/topics/google.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [app-development](<https://devfeed.tech/tags/app-development.md>), [demo](<https://devfeed.tech/tags/demo.md>), [demo-day](<https://devfeed.tech/tags/demo-day.md>), [development](<https://devfeed.tech/tags/development.md>), [event](<https://devfeed.tech/tags/event.md>), [firebase](<https://devfeed.tech/tags/firebase.md>), [firebase-summit](<https://devfeed.tech/tags/firebase-summit.md>), [flutter](<https://devfeed.tech/tags/flutter.md>), [google-cloud](<https://devfeed.tech/tags/google-cloud.md>), [project-idx](<https://devfeed.tech/tags/project-idx.md>), [virtual-event](<https://devfeed.tech/tags/virtual-event.md>)

### AI overview

Firebase announces its first Demo Day, a virtual event on November 8, 2023, featuring short prerecorded demos about app development, AI-powered experiences, and integrated Google technologies.

### Source excerpt

Join us November 8th for a new virtual experience where we'll unveil short demos that showcase what's new, what's possible, and how you can solve your biggest app development challenges with Firebase.

## CSS only floating labels

DevFeed: [CSS only floating labels](<https://devfeed.tech/articles/css-only-floating-labels-37257.md>)

Original publisher: [Read original article](<https://muffinman.io/blog/css-only-floating-input-labels/>)

Author: Stanko

Published: 2023-07-05T00:00:00Z

Content type: tutorial

Language: en

Sources: [Stanko Tadić](<https://devfeed.tech/sources/stanko-tadic.md>)

Topics: [CSS](<https://devfeed.tech/topics/css.md>), [HTML](<https://devfeed.tech/topics/html.md>), [Code](<https://devfeed.tech/topics/code.md>), [Demo](<https://devfeed.tech/topics/demo.md>)

Tags: [code](<https://devfeed.tech/tags/code.md>), [css](<https://devfeed.tech/tags/css.md>), [demo](<https://devfeed.tech/tags/demo.md>), [focus](<https://devfeed.tech/tags/focus.md>), [html](<https://devfeed.tech/tags/html.md>), [input](<https://devfeed.tech/tags/input.md>), [safari](<https://devfeed.tech/tags/safari.md>), [state](<https://devfeed.tech/tags/state.md>)

### AI overview

This tutorial explains how to use the CSS :placeholder-shown pseudo-class and :not() to detect whether an input is empty or has a value without JavaScript. It demonstrates floating labels and conditionally displayed clear buttons, and notes a Safari requirement for the placeholder attribute.

### Source excerpt

I recently learned about the pseudo CSS class :placeholder-shown. Obviously, it is a class that is added only when input placeholder is shown. But what that also means is that the input is empty: /* Input is empty */ input:placeholder-shown By negating it with :not() we can detect if the input has value: /* Input has value */ input:not(:placeholder-shown) I created a demo that uses these two CSS snippets to highlight input's current state. There is no JavaScript involved. Input has value Input is empty Focused Real world use cases # I recently used this to conditionally display a clear button next to an input. But it can also be used to create floating labels. However, it's important to note that anything you want to style based on the input's state needs to be positioned after the input element. Floating labels # For a floating label, the HTML structure should look something like this: <input /> <label>Floating label</label> The floating label needs to be repositioned in two scenarios: when the input is focused and when it has a value. /* Input has value */ input:focus + label, input:not(:placeholder-shown) + label { /* Move the label above the button and scale it down */ transform: translateY(-100%) scale(0.75); } Clear button # Similarly, we'll put the clear button after the input: <input /> <button>Clear</button> and hide it when input is empty: /* Input is empty */ input:placeholder-shown + button { /* Hide the clear button */ display: none; } Demo # Focus an input to make its label float, and type something to make the clear button appear. Name Email You can also play with the code on CodePen. Safari gotcha # Be aware that in Safari the :placeholder-shown pseudo class will only be added if the input has the placeholder attribute explicitly defined. Which means that we have to define it, but if we don't need the placeholder, we can easily hide it using CSS: input::placeholder { color: transparent; }

## Announcing Fermyon Community Meeting: September 2022

DevFeed: [Announcing Fermyon Community Meeting: September 2022](<https://devfeed.tech/articles/announcing-fermyon-community-meeting-september-2022-15342.md>)

Original publisher: [Read original article](<https://www.fermyon.com/blog/september-community-meeting>)

Author: Tim McCallum

Published: 2022-08-31T19:00:00Z

Content type: news

Language: en

Sources: [Fermyon - Experience the next wave of cloud computing.](<https://devfeed.tech/sources/fermyon-experience-the-next-wave-of-cloud-computing.md>)

Topics: [meetings](<https://devfeed.tech/topics/meetings.md>), [SDK](<https://devfeed.tech/topics/sdk.md>), [Demo](<https://devfeed.tech/topics/demo.md>)

Tags: [community](<https://devfeed.tech/tags/community.md>), [demo](<https://devfeed.tech/tags/demo.md>), [live](<https://devfeed.tech/tags/live.md>), [meetings](<https://devfeed.tech/tags/meetings.md>), [sdk](<https://devfeed.tech/tags/sdk.md>)

### AI overview

Fermyon announced a September 2022 community meeting scheduled for September 8 at 11 AM PST, featuring a live demo of a new SDK and an opportunity to ask questions and talk with the team.

### Source excerpt

The Fermyon community meetings are an excellent opportunity for you to ask questions and have a great conversation with our team. Please join us on the 8th of September 11 AM PST, there will be a live demo of a new exciting SDK, so don't miss out!

## Lightning Demo of Compose animation

DevFeed: [Lightning Demo of Compose animation](<https://devfeed.tech/articles/lightning-demo-of-compose-animation-32066.md>)

Original publisher: [Read original article](<https://www.maiatoday.net/p/lightning-demo-of-compose-animation/>)

Published: 2022-02-28T19:13:06Z

Content type: article

Language: en

Sources: [maiatoday](<https://devfeed.tech/sources/maiatoday.md>)

Topics: [Compose](<https://devfeed.tech/topics/compose.md>), [Mobile](<https://devfeed.tech/topics/mobile.md>), [Demo](<https://devfeed.tech/topics/demo.md>)

Tags: [animate](<https://devfeed.tech/tags/animate.md>), [compose](<https://devfeed.tech/tags/compose.md>), [compose-animation](<https://devfeed.tech/tags/compose-animation.md>), [demo](<https://devfeed.tech/tags/demo.md>), [desktop](<https://devfeed.tech/tags/desktop.md>), [lightning](<https://devfeed.tech/tags/lightning.md>), [mobile](<https://devfeed.tech/tags/mobile.md>), [talk](<https://devfeed.tech/tags/talk.md>)

### AI overview

A lightning talk for Jozi-JUG demonstrates Compose animation on mobile and desktop, with accompanying slides.

### Source excerpt

A lighting talk for Jozi-JUG demonstrating Compose animation and demo on mobile and desktop. slides

## Using Teleport to Create and Maintain Shared Demo Environments

DevFeed: [Using Teleport to Create and Maintain Shared Demo Environments](<https://devfeed.tech/articles/using-teleport-to-create-and-maintain-shared-demo-environments-29845.md>)

Original publisher: [Read original article](<https://goteleport.com/blog/shared-demo-environment/>)

Author: info@goteleport.com (Steven Martin)

Published: 2022-02-09T00:00:00Z

Content type: tutorial

Language: en

Sources: [Teleport](<https://devfeed.tech/sources/teleport.md>)

Topics: [Demo](<https://devfeed.tech/topics/demo.md>), [DevOps](<https://devfeed.tech/topics/devops.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [Provisioning](<https://devfeed.tech/topics/provisioning.md>), [Amazon EC2](<https://devfeed.tech/topics/amazon-ec2.md>), [Kubernetes clusters](<https://devfeed.tech/topics/kubernetes-clusters.md>), [Security](<https://devfeed.tech/topics/security.md>), [audit](<https://devfeed.tech/topics/audit.md>), [Authentication](<https://devfeed.tech/topics/authentication.md>), [Authorization](<https://devfeed.tech/topics/authorization.md>), [Jenkins](<https://devfeed.tech/topics/jenkins.md>), [AWS IAM](<https://devfeed.tech/topics/aws-iam.md>)

Tags: [audit](<https://devfeed.tech/tags/audit.md>), [authentication](<https://devfeed.tech/tags/authentication.md>), [authorization](<https://devfeed.tech/tags/authorization.md>), [aws](<https://devfeed.tech/tags/aws.md>), [blog](<https://devfeed.tech/tags/blog.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [demo](<https://devfeed.tech/tags/demo.md>), [devops](<https://devfeed.tech/tags/devops.md>), [ec2](<https://devfeed.tech/tags/ec2.md>), [iam](<https://devfeed.tech/tags/iam.md>), [jenkins](<https://devfeed.tech/tags/jenkins.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [kubernetes-clusters](<https://devfeed.tech/tags/kubernetes-clusters.md>), [maintenance](<https://devfeed.tech/tags/maintenance.md>), [provisioning](<https://devfeed.tech/tags/provisioning.md>), [solutions](<https://devfeed.tech/tags/solutions.md>)

### AI overview

The Teleport Solutions Engineering team describes building a shared demo environment on Teleport Enterprise. The approach provides each engineer access to demo resources while controlling provisioning costs, supporting distributed Teleport clusters, and using just-in-time requests and auditing for administrative changes.

### Source excerpt

This blog shows how the Teleport Solutions Engineering team uses Teleport to create and maintain shared demo environments.

[Next page](<https://devfeed.tech/topics/demo.md?cursor=WyIyMDIyLTAyLTA5VDAwOjAwOjAwKzAwOjAwIiwgIjRiZmZiODJkLTJhNGUtNGI1Ny04ZTcyLTM1Zjk5NDYzYTAxNiJd>)