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Hey everyone,<p>I've built a source code graphRAG for Java/Kotlin project agentic analysis and development. It is built on top of jQAssistant with a detailed knowledge graphRAG in Neo4j.<p>You can check out the code here: <a href="https://github.com/2015xli/jqassistant-graph-rag" rel="nofollow">https://github.com/2015xli/jqassistant-graph-rag</a><p>What it can do:<p><pre><code> * "What's the main purpose of the com.example.auth package?" * "Show me the call chain leading to the processPayment method." * "What services use the UserRepository class?" </code></pre> How it works:<p><pre><code> 1. Graph Creation: It uses jQAssistant and Java/Kotlin source file parsers to analyze your code's structure, dependencies, and relationships. It essentially builds graph overlays for a source code tree and build artifact tree. 2. GraphRAG Enrichment: It then enriches the graph and generates summaries from individual methods and classes all the way up to packages and the entire project. Embeddings are generated for the summaries to facilitate semantic query. 3. MCP server and Agent: It exposes the graphRAG capabilities through an MCP server and an example coding agent. You can use them to accomplish complex tasks. </code></pre> Other design features:<p><pre><code> * Modular design that can be easily adapted to new graphRAGs for other languages. * Parallelized summarization process and summary cache management to save the cost in money and time. </code></pre> The project is still a work in progress, but I'd love to get your feedback. Thanks for taking a look<p>Btw, I also built a source code graphRAG for C/C++ development at <a href="https://github.com/2015xli/clangd-graph-rag" rel="nofollow">https://github.com/2015xli/clangd-graph-rag</a>.
I have been running a side-hustle SaaS for the last 7 years that has finally reached mid 6 figures. I am in a niche so further growth is unlikely. My time commitment is probably 10h a week (weekends) and I have one employee.<p>I do have a full-time career as a tech exec with mid 6 figures as well and maybe on the path to low 7 in the next 5 years.<p>I generally love to work and don't plan to stop, I am pretty good at avoiding burn out.<p>I do have a question for those who build a successful side hustles. Once your business started to generate a more serious money what did you do ? I do understand the general options (save cash, sell, reinvest to build better product) but looking for people stories to give me some food for thought. Leaving the job is not an option as I thrive working with people and running a small company would not work for my personality.<p>The only non-trivial idea that comes to my mind would be to reinvest all profit into hiring few employees on a crazy moonshot/research project that could potentially lead to serious money but this opposite against all my previous business experience (slow, steady growth with very efficient cash management)
I wanted old school social media back. Actual connections with friends. Not pity likes and performances and highlight reels.<p>All my friends have stopped posting. Everyone's a lurker now. I'm a lurker. The only time I see what anyone's doing is when it's a humblebrag. I have no idea what's actually going on in my friends' lives besides the ones I see every week or so.<p>So I built touch grass. You post once a week: 3 easy questions, max 3 photos. Sunday 6pm mountain time (yeah its my time zone) everyone's posts unlock at the same time. You catch up on what your people have been doing, then close the app. No likes, no comments, no algorithm, no advertisers, no bullshit, besides that one friend maybe.<p>It's not about content. It's about keeping the connection warm. I see my friend went to the Cowboys game (Texans represent), I text him and ask how it was. That's it. That's the whole point. A reason to actually reach out.<p>I've weirdly learned more about my parents in the last 5 weeks than the last year it feels like. I get real answers, not performances. It's honestly my favorite thing right now but I built it so I guess that means I'm biased.<p>When someone asks me "what'd you do this week?", usually I have no idea or at least it takes me a little while. But when I sit down to post, I actually think about it. And my friends see the real stuff, not a curated highlight reel.<p>The tech: I'm a solo dev. I wanted this to actually survive for years, not die when I couldn't afford the AWS bill. So I needed it cheap. Really cheap. That's when I thought about old school social media. We were using terrible flip phones and marginally good digital cameras, but everyone wanted to be tagged in their photos on Facebook. So I thought using a polaroid filter would be a great way to save some money. Everyone looks good in a polaroid, the warm tones, the grain, the vignette. People steal them from my house, those bastards. It plays into the old school social media vibe perfectly. But here's the thing: it also gave me permission to compress the hell out of every image. 600px, 70% quality, webp. Each photo comes out to sub 40kb, sometimes as little as 10kb, instead of 2mb. The aesthetic hides the compression, but honestly everyone just thinks it works. From the limited data I've gotten.<p>The whole thing runs on Cloudflare Workers + D1 + R2. Cloudflare is legit the best thing on this planet in my opinion. It's about $5/month for the paid workers but the key is R2 egress, it's also free. Every time someone loads a photo, I pay nothing. On AWS that would be $0.09/GB and I'd be dead. At 10k users loading feeds every Sunday, that's the difference between $0 and $50+/month just in bandwidth. At 100k or 1MM it would start to be too much but on Cloudflare it's quite affordable.<p>I can run a photo-sharing social network for the cost of a beer or maybe 3 overpriced donuts. That's the only reason this is possible without funding.<p>I literally just launched a couple of weeks ago with a couple of friends and now I'm at ~150 users right now. I honestly have no idea where some of these users are coming from, that part has been pretty fun. The new year felt like the right time to share, everyone's thinking about screen time and staying connected. This is hopefully my answer to both.<p>Its free, there's no ads, and I don't sell any data. Honestly who would be buying it. I would love to hear any feedback. It is not perfect by any means but its the most polished thing I've built for the web.<p>Thanks for reading.<p>screenshots: <a href="https://trytotouchgrass.com/hn" rel="nofollow">https://trytotouchgrass.com/hn</a> mainpage: <a href="https://trytotouchgrass.com" rel="nofollow">https://trytotouchgrass.com</a>
# COON: Compress Your Code, Cut AI Costs by 70%*Show HN: I built a code compressor that saves 30-70% on AI API costs*I'm tired of paying $100s/month for AI API calls when half the tokens are just whitespace and boilerplate. So I built COON - a tool that compresses code before sending it to LLMs.*The problem:* A simple Flutter login screen uses 150 tokens. Multiply that by thousands of API calls and you're burning money.*The solution:* COON compresses that same code to 45 tokens (7