Designing a discussion forum without turning it into a social network
I've spent much of the last few months designing and building Public Voice, a new independent discussion forum. I'm a graphic designer first and a d…
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Building Secure Pipelines for Civic Technology
When a municipal water valve fails, the root cause is rarely malicious. More often, it traces back to an unverified config push that bypassed stagin…
Hosting Open-Source Civic Tech Without Compromising Public Trust
Municipalities run public portals, voting tools, and budget trackers on open-source repos. Building government software for years taught me one thin…
Use this PIPE to feel the FLOW
A proof-of-concept TypeScript compiler with a pipeline operator. npm install -D @pengeszikra/typescript@next I’d like you to experience the same flo…
Task-Seeded Synthetic QA Data Generation for Nemotron Pretraining
This article is a deep-dive from JudyAI Lab — an AI engineering playbook series with 100+ published guides, 5,000+ weekly readers across 60+ countri…
Looking for Salesforce Data Cloud communities / developers
Hi everyone! I'm currently working on a Salesforce Data Cloud implementation and I'm looking to connect with people who are actually working with Da…
🪄 The Beauty of Being Bad at First: Why We Need to Protect Our Beginner Mindset 🎨✨
╭──────────────────────────────────────────╮ │ 📁 ℋ𝒾𝓏𝒷𝒶'𝓈 𝒯𝒽ℴ𝓊ℊ𝒽𝓉𝓈 & ℛℯ𝒻𝓁ℯ𝒸𝓉𝒾ℴ𝓃𝓈 │ ╰──────────────────────────────────────────╯ 💡 𝒫ℯ𝓇𝓈ℴ𝓃𝒶𝓁 𝒮ℯ𝓇𝒾ℯ𝓈…
I’m Building Crowdwide — A Social Platform Where Smaller Communities Get a Chance
So... What Actually Is Crowdwide? 🚀 If you've been following my recent posts, you might have seen that Crowdwide just became the KODA ONLINE FEST Se…
Enable authentication in your instance of Jitsi Meet
A basic installation of Jitsi Meet gets you up and running within shortest time, probably in less than 15 minutes. There are hardly any configuratio…
EVA-Bench Data 2.0 Benchmark Release: Covering 3 Domains, 121 Tools, and 213 Test Scenarios
This article is a deep-dive from JudyAI Lab — an AI engineering playbook series with 100+ published guides, 5,000+ weekly readers across 60+ countri…
🟣 Ever Fluorescent: Live Again!
⭐Excitement! I've had had stores on Shopify, and a successful Etsy store. But after years of ups and downs and general nonsense, I'm done living by…
Don’t Let an MCP Crawl Your Community Chat: Build a Consent-Gated Knowledge Pipeline
A community member may be happy to answer a question in chat without volunteering that answer as permanent context for an AI assistant. That distinc…
The Next Person Should Not Inherit Your Beauty Filter: Build a Reset-Safe Tencent RTC Camera Booth
A shared camera experience at a hackathon, community event, or creator booth has an awkward failure mode: the next participant can inherit the previ…
Hey Everyone! I’m Sanidhya from MLH
MLH AI Roadshow Bengaluru Hey Everyone! I am Sanidhya Goel, a new MLH Hackathon Community Manager (HCM) for Asia Pacific, and I couldn’t be more exc…
Closing the Loop on Civic Tech
When a municipal app quietly drops a reported pothole into a database, the citizen loses trust long before the asphalt cracks. We write the ingestio…
Dev Opportunity Radar #14: MLH Global Hack Week, $40K Agents for Humans Hackathon & Razorpay AI Buildathon
TL;DR Welcome back to Dev Opportunity Radar . This is a weekly series where I share opportunities, resources, communities, and interesting finds tha…
The Translate Button Is Declarative; the Community Workflow Is Not
A translation button can make multilingual community chat look solved. The user clicks, translated text appears, and the implementation seems almost…
I Got AWS Credits. So I Built Something for the Community.
When I became an AWS Community Builder, one of the things I was most excited about was getting the opportunity to experiment with AWS. Let me Introd…
Don’t Open Another Feedback Channel: Build an Owned Listening Sprint in Community Chat
A familiar community problem starts with a reasonable request: “Can we create a channel where people tell us what they need?” The channel is easy. O…
Where DeepSeek Phone Harness goes next — and how you can shape it
Where DeepSeek Phone Harness goes next — and how you can shape it A roadmap, an honest status check, and a call for contributors. The most-requested…
Thinking About Becoming an AWS Community Builder? Here’s What You Should Know
When I first discovered the AWS Community Builders Program, I assumed it was mainly intended for established content creators, frequent conference s…
Beyond LLMs: Agent Logic Is the Real Key to Scaling Enterprise AI
📰 Key Takeaways IBM Research published a study arguing that the key to scaling enterprise AI isn't a bigger LLM — it's "Agent Logic," a guidance lay…
My AI reviewer found nothing for months. I read that as good news.
I build a hospital's internal tools as a non-developer, which means AI writes most of the code. So of course I did the responsible thing: I had AI r…
#S3 The Loot Report, Vol. 2: Four Lines That Fixed the Boring Parts
Last Loot Report was a single day's haul. This one is slower — four lines I lifted over a few weeks, each one aimed at the least glamorous corner of…
Choose your Burden
Hey everyone. Just an update on the Salesforce Certification. I am planning on releasing articles about it after getting the certification, so that…
Dev Opportunity Radar #8: OpenAI Build Week, AIAF Fellowship, The Residency & AI Dev Tools Zoomcamp
TL;DR Welcome back to Dev Opportunity Radar . This is a weekly series where I share opportunities, resources, communities, and interesting finds tha…
Best Online Communities for Indie Hackers in 2026
Finding the right community as an indie hacker is one of those things that looks easy from the outside and feels surprisingly hard once you are actu…
Tokens and DAOs: The Real Technical Problems Behind On-Chain Communities
Tokens and DAOs are often presented as simple ideas: issue a token, distribute ownership, let the community vote, and build a decentralized organiza…
Governance and The Raku Foundation
(from an original draft by Richard Hainsworth ) Establishing the Raku Foundation as a legal entity is just the first step in creating an organizatio…
It's You.
To start off, I appreciate the community support I have received on the post about being behind. I am behind, and I can't prove it but does it matte…