agency-agents, Cloudflare Web Search API, gstack – Oct 6

agency-agents: collection of specialized AI agent personas

msitarzewski/agency-agents

• ★ 157.4k
• ⮂ 25.4k

agency-agents is a GitHub repository offering a library of role-based AI agents for an "AI agency," where each agent is a specialized persona with its own personality, processes, and defined deliverables. Examples range from frontend developers to Reddit community managers and "reality checkers." It is written in Shell, MIT-licensed, and has drawn 157,411 stars and 25,384 forks.

Anthropic reported diary entry to police, woman faces felony charge

• ▲ 676
• 💬 522

A TechSpot news story about a legal case with implications for AI chatbot privacy expectations. According to the arrest report, Carli Michelle Heller of Bonita Springs, Florida wrote on September 26 that she would attack the Sheriff's office, and Anthropic reported the entry to police; she now faces a felony charge. The case shows that conversations with Claude are not treated as confidential diary material. The Hacker News discussion drew 676 points and 522 comments.

all-MiniLM-L6-v2: compact sentence-embedding model for semantic search

sentence-transformers/all-MiniLM-L6-v2

• ♥ 6,191
• ⇣ 235.7M

all-MiniLM-L6-v2 is a sentence-transformers model that maps sentences and paragraphs to a 384-dimensional dense vector space, used for tasks such as clustering and semantic search. It is built on a 6-layer MiniLM BERT architecture and is available in PyTorch, TensorFlow, ONNX, OpenVINO, and Rust formats. Released under Apache-2.0, it has 235,658,929 downloads and 6,191 likes on Hugging Face.

Web Search API

• ▲ 525
• 💬 240

Cloudflare has introduced a Web Search API, currently in beta, that lets AI agents and applications search the web through its AI Gateway. The service routes search requests to third-party providers Ceramic.ai, Exa, and Linkup, giving developers web-grounding capabilities without managing multiple search vendor integrations directly. The announcement drew 525 points and 240 comments on Hacker News, reflecting practitioner interest in web search options for agent pipelines.

bge-m3: multilingual multi-function embedding model from BAAI

BAAI/bge-m3

• ♥ 3,824
• ⇣ 34.1M

bge-m3 is a sentence-embedding model for sentence-similarity and feature-extraction tasks, built on XLM-RoBERTa and usable via sentence-transformers. It supports three capabilities in one model—dense, sparse, and multi-vector retrieval—across multiple languages and input granularities up to long documents. Released under the MIT license, it has 34,127,223 downloads and 3,824 likes on Hugging Face.

Beam: Reflection's 501B open-weight model

• ▲ 400
• 💬 124

Beam is Reflection's first open-weight large language model, aimed at coding, reasoning, and agentic workloads. It is a sparse Mixture-of-Experts architecture with 501 billion total parameters but only 23 billion active per inference, a design that trades larger total capacity for lower per-token compute cost. The release is drawing a Hacker News discussion with 400 points and 124 comments.

ChatGPT is adding real cartoonists' signatures to fake New Yorker cartoons

• ▲ 386
• 💬 277

A Nieman Journalism Lab report finds that ChatGPT is not only imitating The New Yorker's cartoon style but falsely attributing AI-generated images to real cartoonists by adding their signatures. The story raises attribution and consent concerns relevant to anyone deploying image generation, since outputs can carry identifiable artists' names without their involvement. The Hacker News thread drew 386 points and 277 comments.

bert-base-uncased: Google's foundational English masked-language model

google-bert/bert-base-uncased

• ♥ 3,387
• ⇣ 38.7M

bert-base-uncased is Google's original BERT base model pretrained on English text with a masked language modeling (MLM) objective, usable for fill-mask tasks and as a base for fine-tuning. It lowercases input text, ships in the transformers library with PyTorch, TensorFlow, JAX, Rust, CoreML, ONNX and safetensors formats, and is Apache-2.0 licensed. It remains heavily used, with 38,734,727 downloads and 3,387 likes.

Opus 5.5 agents discover two room-temperature magnetic semiconductor candidates

• ▲ 301
• 💬 197

A research writeup from Vals AI describing how a team of Claude Opus 5.5 agents discovered two candidate materials for next-generation computer memory: room-temperature antiferromagnetic semiconductors. Both are predicted to have zero net magnetism while still sorting electrons by spin; one is a newly designed compound, the other a material first synthesized in 1999. The team shares the full calculations and code. The Hacker News thread drew 301 points and 197 comments.

I Gave My AI Agents Their Own Documentation Crawler, and Pulled 60 Pages of Clean Markdown in 49 Seconds

• ♥ 23
• 💬 6

It's not just that I made a crawler, but it's how the docs actually look that makes me love this so… Context: Dev.to – Mcp.

Dust: Pretraining Transformers Without Backpropagation

• ▲ 151
• 💬 35

Dust is a research method for pretraining transformer language models without backpropagation, claiming to be the first zeroth-order optimization approach competitive with backprop at this task. It works by perturbing activations independently at each token, a node-perturbation scheme where every token acts as a virtual population member, letting a single forward pass evaluate all perturbations in parallel. The work drew 151 points and 35 comments on Hacker News.

I forked a live AI agent three ways, and every copy came up with its web server already running

• ♥ 16
• 💬 2

An agent built an app inside a DigitalOcean Managed Agents microVM. I checkpointed it, forked it three ways, screenshotted every branch, then deleted the app and rolled back in 5.6 seconds. The process I had killed came back at the same PID. Context: Dev.to – Web Dev.

Spider-Man Moonwalked Off a Billboard and Only My Test Suite Noticed

• ♥ 16

Hello, I'm Maneshwar, and I'm building LiveReview — a blast-radius aware AI code review built for… Context: Dev.to – Blender.

Vue defineModel: The v-model Contract, Explained

• ♥ 10

Vue's defineModel macro replaces the modelValue prop and update:modelValue event with one ref. The exact v-model contract behind it, verified against Vue 3.5. Context: Dev.to – Vue.

text-to-cad: Python plugin that lets AI agents generate 3D models

earthtojake/text-to-cad

• ★ 17.6k
• ⮂ 1,777

text-to-cad is an open-source Python project that lets AI agents generate 3D CAD models from text, useful for mechanical engineering and robotics work. The plugin provides local workflows that output models as STEP, GLB, STL, or 3MF files. It is MIT-licensed, has 17,561 stars and 1,777 forks, and lists 35 open issues on GitHub.

Whisper Keeps Correcting Nigerian Speech. Here's How I Measured It

• ♥ 6

What I Benchmarked I've been fine-tuning Whisper on Nigerian speech for a while, and I… Context: Dev.to – AI/ML.

Claude Code mods: but does it run Doom?

• ♥ 4
• 💬 3

Yes … Yes it does. The Minesweeper was the warm-up. A pane that can draw pixels and take the… Context: Dev.to – Ai.

Opengeni

Ship AI agents to production in hours. Opengeni gives you sessions that recover from failures, isolated sandboxes, 100+ integrations, human approvals, and visibility into every step and dollar spent. Focus on your agents. We handle the infrastructure. Self-host for free, or get started on our cloud. For this launch, t… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Reviu

Reviu is a native desktop app for reviewing agent-written code before you push. Run Claude Code, Codex, Gemini and other ACP agents in durable sessions, inspect every diff, send comments back to the agent, then stage, rebase, commit, open PRs and review GitHub pull requests without leaving the app. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Unscary AI

If you're on Product Hunt, you probably don't feel behind on AI. This is a highly filtered group. At B43 we train dozens of people a week, and you'd be surprised how many of them do feel behind. This course was built around their exact questions. Unscary AI puts it on your iPhone as 42 short lessons on how ChatGPT and… Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.

Pilot5 Legal

Pilot5.ai gives legal work an adversarial second opinion. Five frontier AI models analyze the same matter independently, challenge each other anonymously, and converge on a recommendation — while preserving the strongest objection. Research runs against primary legal sources, claims are tagged as sourced or inferred,… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

crosswalk

crosswalk is a product launching on Product Hunt that positions itself as a "third place" where people and their AI agents collaborate, starting with a shared inbox. It connects agents such as Claude, ChatGPT, Muse, Instinct, Claude Code, Codex or Cursor once, then combines inbox, groups, calendar and notes. Users can also subscribe their email to newsletters to teach agents their point of view.

Oogwai Beacon

Most AEO tools score your HTML and call it AI visibility. Beacon actually asks the engines. We put unbranded buyer questions about your category to ChatGPT and Gemini (Claude on the full audit), then show how often you're named, who gets named instead, and which sources the engines trust. Two separate answers: can AI… Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.

HyperFrames Studio (Desktop)

HeyGen is a message-first AI video platform that helps people and AI agents turn ideas into professional video in minutes. The platform enables video creation from scripts, images, presentations, and conversational prompts, powered by its AI Video Agent. Used by a community of over 30 million users and 85% of the Fort… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Princeton researchers train a 4B LLM to reach 2700 Elo in chess (with no signs of a plateau when they stopped training) and can explain its moves accurately. They say the training…

A community discussion on r/artificial about Princeton researchers training a 4-billion-parameter LLM to play chess, reportedly reaching 2700 Elo with no signs of a plateau when training stopped. The model is also said to explain its moves accurately, and the researchers describe the training method in the linked paper. The claim is a community-sourced signal, not independently verified here.

I built an app where you ask about any moment in history and it turns it into a fully researched podcast you can interrupt

History is something I'm quite passionate about and at work I have experience with software development and LLMs. So I thought how can I bring these things together and built something that I would actually use. This is the results of a few months of hard work! You type any topic, moment or person…..

Why can an AI give you a great answer one minute and struggle with a much simpler task the next?

A Reddit discussion thread in r/artificial asking why AI systems that reason well about complex problems still fail on simpler everyday tasks. The poster observes that a model can explain a difficult concept clearly yet miss a small instruction or make an avoidable mistake, and invites others to share examples of such inconsistencies and their suspected causes. The thread is a community discussion, not a research finding, and its claims are anecdotal.

The Dead Internet Theory May Be Coming True, Pew Research Findings Show | More of what you're reading online could be written by an AI bot

This is a community discussion on r/artificial linking to a study by Pew Research Center, interpreted as supporting the Dead Internet Theory, the idea that much of the internet is machine-generated rather than human-written. The thread argues that a growing share of what people read online may be produced by AI bots. The claim comes via community signal rather than verified reporting, so the underlying Pew findings are not detailed in the available context.

Best text model currently?

This is a Reddit discussion thread in r/artificial where a user asks which language model currently performs best at pure text tasks. It matters to practitioners because model recommendations shift frequently, and community threads aggregate first-hand comparisons that complement formal benchmarks. No specific models or conclusions could be verified from the fetched context.

Maybe the biggest risk in AI is being too afraid to kill your own product

A discussion post on r/artificial arguing that a major risk in AI product development is companies refusing to discontinue or radically change their own products out of fear. The author describes being a Genspark annual subscriber and heavy user of its slides, research, and agent features, and frames the argument around the Genspark CEO's AGI Playground 2026 talk. The post explores how attachment to existing offerings can hold back AI teams.

Oct 6: Trump creates Super Intelligence Force while ex-Anthropic warns we will lose control – SI just became federal policy

A Reddit discussion on r/artificial about US federal AI policy moves. The thread claims that on Oct 4 Trump announced a Super Intelligence Force intended to keep US leadership in superintelligence, with DNI Director Jay Clayton named AI Czar, reportedly following an executive order replacing AI terminology with SI federally. The post also cites ex-Anthropic warnings about losing control. Claims are community-sourced and unverified.

Live tonight: an open benchmark where 10 AI models fight one world war, with every decision and its reasoning recorded

A Reddit thread in r/artificial announces a live, open benchmark where 10 AI models play out a single world war, similar to a model arena but set in a war game allowing pacts, betrayal, and nuclear weapons. Each war keeps a full replayable record: every model's orders, its one-line reasoning for decisions, and the information it saw at the time, such as gold, troops, incoming attacks, and pact offers. Context beyond the post description is limited, so verification of the ben…

People are asking ChatGPT to help them decide how to vote in the midterms

A Reddit thread on r/artificial reports that people are turning to ChatGPT for guidance on how to vote in the midterm elections. The discussion touches on the reliability and neutrality of chatbot answers for political decisions, a concern for practitioners building or deploying conversational AI, since election-related queries test whether models give balanced, factual information or steer users. The thread is a community signal rather than a verified report.

Flirt is now Open-Source

An announcement post from the developer of Flirt, a code review tool that optimizes for the "patch series" workflow, stating that its source code has now been published at codeberg.org/flirt/flirt. The post marks the tool's shift to an open-source model, letting practitioners inspect and self-host it. The snippet is brief, so implementation details and licensing terms are not covered.

Open Source as We Know It Is Dead

A personal essay by a long-time open source participant arguing that the open source contribution model is breaking down because maintainers are closing their projects to outside pull requests, and AI is the stated reason. The author recounts joining GitHub on June 17, 2011 and filing a bug issue in TShock, a Terraria server mod, to illustrate a culture of hands-on participation that they see as endangered. It matters to practitioners because it questions whether external co…

hutch: local code reviews in emacs for the mildly disenfranchised

A blog post by kitallis.in introducing hutch, a tool for doing code reviews locally inside Emacs, built around the Magit git interface. The author frames it from personal experience: after roughly four years without a conventional job, including recently shutting down a startup, they spent much of that time working on AI agents before building this editor-based review workflow. Concrete implementation details come from the article itself.

A local 27B model reads my lease and finds a leak in my bills | Row-Bot + qwen3.8 on Ollama

A Reddit post describes running a local 27-billion-parameter model, qwen3.8:27b via Ollama, paired with a tool called Row-Bot, entirely on the author's own GPU with no API keys or cloud services. The author fed it a year of utility bills, a tenancy agreement, an insurance policy, and a rent increase letter, and the model reportedly identified a likely water bill leak and a rent rise inconsistent with the lease. All documents were stated to be fabricated for the test; the cla…

Verification: community signal; use the linked source as context, not final confirmation.

CVE-2026-88779: Citrix NetScaler Improper Restriction of Operations within the Bounds of a Memory Buffer Vulnerability

CVE-2026-88779 is a memory buffer vulnerability affecting Citrix NetScaler, listed in the CISA Known Exploited Vulnerabilities catalog, which indicates it has been confirmed as actively exploited. It is classified as improper restriction of operations within the bounds of a memory buffer, a bug class that can enable crashes or code execution. Engineers running NetScaler should consult the primary advisory for affected versions and mitigation steps.

CVE-2026-102490: Zammad GmbH Zammad Improper Privilege Management Vulnerability

This is a CVE affecting Zammad, the open-source helpdesk/ticketing software from Zammad GmbH, classified as an improper privilege management vulnerability. It is listed in the CISA Known Exploited Vulnerabilities catalog, indicating it requires prompt attention from operators running affected deployments. Specific affected versions and mitigation steps were not available in the supplied context, so the NVD entry and vendor advisory should be consulted before acting.

Verification: cisa kev confirmed.

CVE-2026-102489: Zammad GmbH Zammad Session Fixation Vulnerability

This is a CVE entry for a session fixation vulnerability in Zammad, the open-source helpdesk and customer support platform from Zammad GmbH. It appears in the CISA Known Exploited Vulnerabilities catalog, indicating it is actively exploited in the wild. Session fixation flaws let an attacker set or reuse a victim's session identifier, potentially enabling account takeover. Affected versions and patch guidance should be confirmed via the NVD entry and vendor advisory.

garrytan/gstack

• ★ 135.4k
• ⮂ 20.1k

Use Garry Tan's exact Claude Code setup: 23 opinionated tools that serve as CEO, Designer, Eng Manager, Release Manager, Doc Engineer, and QA. Github trending; mit license.

Caddy: Go web server with automatic HTTPS

caddyserver/caddy

• ★ 77.3k
• ⮂ 5,080

Caddy is an open-source web server written in Go, distributed under the Apache-2.0 license, that serves HTTP/1.1, HTTP/2, and HTTP/3 and provisions TLS certificates automatically via ACME. It is configured with a Caddyfile and is designed to be extensible through plugins. The repository has 77,259 stars and 5,080 forks on GitHub.

tar checksums its headers and never your files

• ♥ 14
• 💬 2

I built a tar archive by hand from the spec. Flip a byte in a file's contents and tar extracts it with exit code 0; flip one in the header and it refuses. Plus the 8 GiB octal limit, why there is no index, and why the same files tar to different bytes. Context: Dev.to – Linux.

AnyPS5: tool for porting PS5 executables to Windows and Linux

boykopovar/AnyPS5

• ★ 5,139
• ⮂ 376

AnyPS5 is a C++ tool that automates porting PlayStation 5 executables to run on Linux and Windows, licensed under GPL-2.0. It works with dynamic libraries and involves SPIR-V in its translation pipeline, per the repository's topics. The project has 5,139 stars and 376 forks, indicating substantial interest in PS5 game porting tooling.

Invofox Self Serve

Invofox is a document parsing API for software teams that turns complex, real-world documents into accurate, structured data. Built for high-variance workflows, Invofox goes beyond OCR with classification, validation, and extraction that scale reliably in production. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Gleam doesn't compile to Erlang source anymore

A release announcement for the Gleam programming language, version v1.19.0, describing a change in the compiler's backend: Gleam now stops generating intermediate Erlang source code. This matters to practitioners because it alters how Gleam programs build on the BEAM, potentially affecting compile pipelines, debugging of generated code, and interoperability with Erlang projects. Few implementation details were available in the fetched context.

Async Rust: Where does the scheduler live?

An engineering article examining async Rust through the question of where the task scheduler resides in the runtime stack. The author argues that common complaints people have about async Rust are often downstream consequences of hard concurrency problems rather than flaws in async itself. The piece opens by cataloging typical complaints seen in the wild before digging into the underlying scheduling mechanics.

Mold 3.0.0 Released

mold is an open-source linker, written in Rust and MIT-licensed, built as a drop-in replacement for existing Unix linkers to shorten build times. Version 3.0.0 marks a new major release of the project, which has 17,455 stars and 571 forks on GitHub. Its purpose is compatibility with conventional toolchains while linking large programs faster than the traditional alternatives.

Factor Overview

A blog post on the Factor programming language's official site, framed as an overview that recommends reading Factor's guided tour. Factor is a stack-based, dynamically typed language with an interactive environment and extensive standard library. The post itself is brief, pointing practitioners to the guided tour as the best entry point for learning the language's concepts and tooling.

Touch Grass: 6 Project Ideas for People Who Live in a Terminal (Hacktoberfest DEV Challenge, Week 1)

• ♥ 14

The theme for Week 1 of the Hacktoberfest DEV Challenge is out, and it is a little personal for… Context: Dev.to – DevOps.

openGym: self-hosted gym and bodyweight workout tracker

DuarteSantos8/openGym

• ★ 4,537
• ⮂ 681

openGym is a self-hosted fitness tracking application for planning routines and logging gym or bodyweight workouts, including supersets, warm-ups, and cardio. It shows which muscles are trained, fatigued, or detrained, and can import existing data from FitNotes, Strong, and Hevy. Written in JavaScript under AGPL-3.0 and deployable via Docker, it has 4,537 stars and 681 forks, with passkey login for authentication.

Golang tool to check SPF, DKIM, TLSA, and TLS settings for mailservers

mailcheck is an open-source tool written in Go that checks mail server configuration over the network, covering SPF, DKIM, TLSA records, and TLS settings. It is designed with Nagios compatibility, so the checks can plug into existing monitoring setups for mail infrastructure. The project is hosted on Sig-I/O's Forgejo instance and has one published release.

Using docker-compose with Podman rootless

A tutorial explaining how to keep using docker-compose and other Docker ecosystem tools while running containers without root. It covers how Podman, a daemonless Docker alternative for Linux, can expose a UNIX-domain socket compatible with the Docker API, so existing tooling talks to Podman instead of the Docker daemon. The approach is aimed at rootless setups for improved isolation.

SpeechShield

SpeechShield listens to Zoom, Meet or Teams on your Mac and transcribes each question as it's asked. When the speaker pauses, it shows talking points built only from your resume and the job posting, or from the proposals and price lists you added for a client meeting, with the source. Also: live translated captions in… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Marv

Meet Marv, your cursor’s new plus-one. Hold a hotkey and ask about anything on your screen. Marv answers out loud while drawing arrows, circling buttons and writing notes directly on your screen to walk you through it. Debug some code, work out a spreadsheet formula or find the right control in your video editor, all… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Why you still need a Website Portfolio, even though everyone can Vibe Code it.

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• 💬 25

If you have been following me for a long time, you already know that I have been holding off on my…

The Parts of a Job Search We Don't See

• ♥ 63
• 💬 7

TL;DR We usually see a job search as applying, interviewing, and hopefully getting an offer. But…

Meme Monday

• ♥ 33
• 💬 24

Meme Monday is a developer community article; review the code, assumptions, and comments before treating the technique as production guidance.

Example.com just launched the biggest redesign in decades

• ▲ 178
• 💬 102

This is a DebugBear article examining how Example.com, the reserved domain widely used for documentation and testing, received a notable visual update after years of near-identical appearance. The piece reviews the history of visual changes to the site, which historically served a plain default page. The discussion drew 178 points and 102 comments on Hacker News.

Competitive Programmer's Handbook (2018) [pdf]

• ▲ 176
• 💬 40

This is a freely downloadable PDF textbook on competitive programming, written by Antti Laaksonen and hosted on the CSES (Code Submission Evaluation System) site. It covers algorithmic techniques and data structures used in programming contests, such as search, sorting, dynamic programming, and graph algorithms. It is drawing renewed attention on Hacker News, reaching a score of 176 with 40 comments.

Find the flattest route between any two points in SF

• ▲ 162
• 💬 56

Flatten SF is a web tool by Drew Edwards that finds the flattest walking or cycling route between any two points in San Francisco, and shows alternatives between that and the shortest route. Routes are computed in the browser over 160,000 street segments using USGS 1 m lidar elevation data. It drew 162 points and 56 comments on Hacker News.

What "best practice" did you quietly stop following?

• ♥ 18
• 💬 5

Every dev picks up a pile of rules early on. Write tests first. Never commit to main. Keep functions… Context: Dev.to – Web Dev.

Friendship ended with Deno, now Node is my best friend

• ▲ 132
• 💬 64

A blog post by UK web developer David Bushell describing his decision to abandon Deno and return to Node.js for his projects. The post, dated 3 October 2026 and subtitled "The one where I go crawling back," recounts the reasons behind the migration. It drew notable discussion on Hacker News with 132 points and 64 comments, reflecting practitioner interest in the Deno-versus-Node trade-offs.

The best engineer on my team ships the least code.

• ♥ 15
• 💬 2

The best engineer on my team almost got a bad review last quarter for shipping too little code. I'm… Context: Dev.to – Web Dev.

Why Common Lisp is now the best programming language

• ▲ 119
• 💬 162

An essay by Vivien Henz making the case that Common Lisp is currently the best programming language, sparking substantial community debate on Hacker News with a score of 119 and 162 comments. The article is an opinion piece rather than a benchmark or study, and the discussion centers on the language's practical merits for practitioners today.

Build a Tiny Virtual Pet on Arduino in 60 Minutes 🐾

• ♥ 14
• 💬 1

Turn an Arduino Uno Q into Kiku, a Tamagotchi-style virtual pet with an animated LED face, moods, and keyboard controls.

`beforeunload` Can Still Kill Your bfcache. Mount It Only When Dirty.

• ♥ 6

A `beforeunload` listener you left mounted forever can still quietly cost you bfcache eligibility — and an `unload` listener reliably will. Here's the pagehide/pageshow fix, and why 'mount it only when there's something to lose' is the durable rule. Context: Dev.to – Webdev.

Another step towards elm v1

An official announcement from the Elm language project describing progress toward its eventual 1.0 release. Elm is a language for building web frontends, known for friendly error messages, small compiled assets, strong performance, and the guarantee of no runtime exceptions. The post outlines incremental design and tooling decisions the maintainers are making on the path to stabilizing the language.

Making a GTK application in Haskell, part 1

This is the first part of a tutorial series by Feriel Choutri de Tarlé on building a GTK desktop application in Haskell. The series walks through constructing a todo-list application, showing how the functional language Haskell can be used with the GTK GUI toolkit for practical desktop development. Part 1 covers the initial setup and foundations of the project, aimed at practitioners exploring Haskell for GUI work.