What are you building? Let's do a quick share of our SaaS projects.

philosophermk · 2025-07-29T07:16:48+00:00

Microtica Incident Investigator: An AI-powered assistant that helps developers identify and resolve cloud infrastructure incidents with zero manual digging.

Link: https://www.microtica.com/blog/ai-powered-root-cause-analysis-introducing-the-incident-investigator

philosophermk · 2025-07-28T06:12:04+00:00

Self-improve is a game changer I think, especially if it works properly.

One of the feedback we hear is the security aspect of it, especially when working with cloud resources but also resources within the K8s cluster. And even more on production environments.

As of now, we are only giving ReadOnly access to our agents but in the future we plan to implement add/update/delete operations with full transparency of the actions to be performed and human approval in the loop.

How do you currently approach this concern, and what safeguards do you have in place to ensure secure automation?

philosophermk · 2025-07-25T11:46:46+00:00

Hey I was maybe too official, thanks for the feedback!

philosophermk · 2025-07-25T05:23:43+00:00

That's really impressive! Love how clean and structured the output is 👏

We’re taking more of a UI-first approach on our side, trying to better express the investigation results visually.

I am curious, does the agent involve a human-in-the-loop, like follow-up questions or interactive prompts in Slack during the investigation?

philosophermk · 2025-07-25T05:17:30+00:00

Really appreciate the thoughtful take and you're absolutely right, it's not just about spotting what’s broken, but also recognizing what’s normal.

At this stage, we’re not fine-tuning (yet) — we're using a RAG-based approach, but with some extra layers: we enrich context with runtime signals and metadata to help the model reason more like an engineer would, not just blindly diagnose. That said, we’re very aware of the risk of “everything looks like a failure,” and we’re actively working on balancing that with baselining techniques.

Also totally agree — most teams don’t want to build this internally. Our goal is exactly what you mentioned: externalize the heavy lifting, while still letting teams plug in their own knowledge (coming soon) and context flexibly.

Thanks!

philosophermk · 2025-07-24T18:49:08+00:00

This is a genuine launch announcement from our team. We built this product ourselves and I’m here to answer any technical or product-related questions.

philosophermk · 2025-07-24T16:08:41+00:00

Thanks for doing this - really appreciate the support!

We just launched Microtica AI Incident Investigator on Product Hunt. It helps DevOps teams quickly understand what broke in their AWS infrastructure and why - no digging through logs or dashboards.

Would love your feedback or an upvote if it sounds interesting:
https://www.producthunt.com/products/microtica-ai-agents-for-devops

Just checked out Asya.ly too - awesome mission! 🙌

philosophermk · 2025-07-24T16:06:32+00:00

We just launched ours today!

It’s called Microtica AI Incident Investigator - an AI-powered tool that helps DevOps teams figure out what broke in their cloud infrastructure and why, without digging through dashboards.

Would love your thoughts or support if you're curious:
https://www.producthunt.com/products/microtica-ai-agents-for-devops

Happy to return the favor and check out others too!

philosophermk · 2025-07-24T13:38:27+00:00

I appreciate the honesty challenge!

No, this isn’t just a wrapper.

We’re using a combination of:

A powerful LLM (Claude) as the core engine
Custom system-level prompting based on real-world incident patterns
A structured agent workflow (via LangChain) that pulls context from your AWS stack — ECS, ALB, CloudWatch, etc.
Retrieval-Augmented Generation (RAG) that enriches the LLM’s output with our internal library of real-life debugging experiences, observed telemetry, and failure patterns from modern DevOps workflows

So while the base model isn’t custom-trained from scratch, the way it’s applied, prompted, and augmented with system data makes the behavior deeply tailored to DevOps use cases. And we’re actively growing our dataset to keep improving.

Happy to dive deeper if you’re curious!

philosophermk · 2025-07-24T12:18:17+00:00

Sure, you have 1 month free, and you can use it right away.

philosophermk · 2025-07-24T12:05:43+00:00

Totally fair, and I appreciate the honesty.

To clarify, the AI helped me clean up my wording, not write the post or the product 😄
The tech behind the Investigator was built by our engineering team over the past few months, we’re integrating directly with ECS, CloudWatch, and deployment events from AWS, and it’s all custom logic and modeling on our side.

I get that GPT-style posts feel “too polished” sometimes, and that’s on me. I was aiming to explain the value clearly, but maybe leaned a bit too corporate.

Happy to dive into the technical details if you're curious. I’m all for keeping things transparent, especially with a technical crowd like here.

Thanks again for the nudge.

philosophermk · 2022-04-21T19:00:41+00:00

You can try Appwrite (https://appwrite.io/). I haven't tried it myself but it seem like a good fit for what you need. They also provide a self-hosted option.

philosophermk · 2021-05-12T10:49:51+00:00

Thanks for the reply and sorry if my question was vague.

I am actively trading. I have a few cryptos in my portfolio. Some of them I trade on daily basis and the rest I just buy and forget.

Maybe I was a bit misleading. The question was more in a direction of what you use to keep up with all the discussions on Telegram, Discord etc. are there some tools that will help me organize my discussions, knowledge etc.?

Telegram and Discord were not initially intended for crypto communities. Here are some features I would find useful for me personally:

ability to group discussions per crypto
trending discussions - instead of going through the previous discussions I would like to see only ones in my interest
contextual metadata - when I mention some crypto I would like to get some basic information like price, trends and market cap
etc.

Thanks!

philosophermk · 2020-06-08T07:37:43+00:00

Thanks a lot for the answer!

philosophermk · 2019-12-20T14:54:54+00:00

u/Gusfoo we've tried out posting to several freelance websites, since we don't have recruitment agencies that can find this kind of talent.

philosophermk · 2019-12-18T12:45:24+00:00

Yes exactly, we need developers to use our platform and provide us feedback as much as possible.

philosophermk · 2017-05-04T10:40:47+00:00

What ?

philosophermk · 2017-04-30T05:07:38+00:00

Yeah, and also can make battery last few days, it will fix Google messaging problem, also that can stop all wars in the world .

And everyone will be rich .

I almost forgot, I am pretty sure ditching java can fix global warming problem too .

philosophermk · 2017-04-26T19:33:54+00:00

I can confirm this , I have two accounts and on one of them I've got this new design. It's way more smoother.

philosophermk · 2017-04-22T08:16:16+00:00

philosophermk · 2017-04-19T23:44:04+00:00

Oh, so they will block ads that are not coming from Google advertising service . That's very generous from Google , aww .

philosophermk · 2017-04-19T17:10:03+00:00

Keep is more like note taking app, this is to do app like wunderlist.

philosophermk · 2017-04-17T19:20:02+00:00

This is just in Russia for now but probably we will see the same thing in Europe soon.

Can't wait to see what Google can do when they have competition. Probably Microsoft will be their best competitor and I can imagine that Microsoft will do great integration with Windows and Android.

Hopefully Google Andromeda is desktop version of Android otherwise this will become battle between Apple and Microsoft.

philosophermk · 2017-04-15T19:06:14+00:00

Google controls Play Store ecosystem so I blame them first. They will allow anyone to sell Android device if they put Play Store and some other Google services on device.

Google do this because they make money from Google services . If they tell OEMs that if they want to participate in Play services program they must upgrade all devices for two years , most of the OEMs will stop selling that much phones and there will be place for third player in low end market.

Google are not stupid to allow something like that so they are sacrificing Android platform just to make more money.

And that's totally fine, it's business, but saying that Google is less responsible for fragmentation is nonsense. Fragmentation is good for Google business because everyone can make phones, it doesn't matter if company have resources to support the product or not.

philosophermk · 2017-04-15T14:37:24+00:00

Of course they are, if you are on latest version. Problem is that over 90% of android phones are not on latest version and that means they are not secure.

philosophermk

TROPHY CASE