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100+ Users, Free API Keys and ₹0 Cloud Budget: How I Built Kairos
20+ min ago (760+ words) I wanted to build a simple RAG system. That sentence aged badly. The original problem was actually pretty simple. We were organizing a departmental event called Kairos, where participants had to study company information and create pitch decks. The organizers…...
Expanding Software Engineering Teams for Social Impact Projects
22+ min ago (359+ words) Hiring full-time engineers is expensive and competitive, especially on a nonprofit, mission-driven budget. Meanwhile, there's a large population of developers who want to contribute to meaningful projects without signing on for a full-time role. Open source is the mechanism that…...
Securely Merging Pull Requests from Public Contributors
21+ min ago (488+ words) How can maintainers safely test forked PRs without exposing sensitive data to potentially untrusted code? This article explores how on forked pull requests authored by public code contributors, with no elevated permissions from repository / organization roles, can be securely merged....
The Reminder Queue Refills Only When You Open the App
30+ min ago (650+ words) The bug report was one line from someone testing Lifemaxxing AI: "why did it tell me I got nothing done today, I did everything." He was right, and the notification was working exactly as written. Lifemaxxing AI is a habit…...
Six Checks to Run Before You Trust a Number Your Own Harness Produced.
43+ min ago (1710+ words) I built a measurement harness. I found ten bugs in it. Every one made my results look better than they were, and not one was found by reading the code. Here is the checklist that came out of that. It…...
Synthesia AI Review 2026: Is It Worth Paying for AI Video Generation?
21+ min ago (1608+ words) The AI video generation market was valued at $788.5 million and is projected to hit $3.4 billion by 2033, as per Grand View Research. In our Synthesia AI review, we looked at its video quality, ease of use, pricing, and limitations to determine…...
Whose Memory Is It? Building Multi-Tenant, Multi-Tier Memory for AI Agents (Part 4) | HackerNoon
3+ hour, 16+ min ago (1782+ words) This is a 4-part series on how agents remember:building short-, medium- and long-term memory thatscales across users, agents, and kubernetes clusters. Alice and Bob both use our agent platform. On Monday, Alice worked on a support incident, and the…...
Building Isolyne (Part 5): How the Offline Fallback Parser Handles LLM Outages | HackerNoon
24+ min ago (315+ words) What happens when an LLM call fails on flaky Wi-Fi? How we engineered a deterministic fallback engine that keeps our mobile app 100% functional offline. The dirty secret of many modern "AI-native" mobile apps is that they are completely bricked the…...
How I Use Claude and ChatGPT to Make Better AI Images | HackerNoon
1+ hour, 53+ min ago (1448+ words) Making an image with ChatGPT is easy. Making the image you actually had in your head is a different job. Often the generator is not the problem. It is what you asked for. So now I use Claude and ChatGPT…...
Week 5 of Building Pocketflow for Shipaton 2026: Paywalls, Timeline Audits, and Launch! | HackerNoon
42+ min ago (199+ words) This final week brought Pocketflow across the finish line - from UI refinement and activity auditing to native monetization and our official public release. Over the last 5 weeks, we’ve taken Pocketflow from an abstract design concept to a native, gesture-controlled collaborative…...