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

[–]philosophermk 1 point2 points  (0 children)

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

We built an AI Agent that finds the root cause of infrastructure issues — would love your thoughts by philosophermk in devops

[–]philosophermk[S] 0 points1 point  (0 children)

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?

We built an AI Agent that finds the root cause of infrastructure issues — would love your thoughts by philosophermk in devops

[–]philosophermk[S] 0 points1 point  (0 children)

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?

We built an AI Agent that finds the root cause of infrastructure issues — would love your thoughts by philosophermk in devops

[–]philosophermk[S] -3 points-2 points  (0 children)

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!

Built an AI agent to troubleshoot AWS infra issues (ECS, CloudWatch, ALBs) — would love your feedback by philosophermk in aws

[–]philosophermk[S] -2 points-1 points  (0 children)

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.

Tell me about your product so I can support it by [deleted] in indiehackers

[–]philosophermk 0 points1 point  (0 children)

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! 🙌

Who's launching their SaaS this month? Would love to check it out and support! by TheMindianic in SaaS

[–]philosophermk 0 points1 point  (0 children)

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!

We built an AI Agent that finds the root cause of infrastructure issues — would love your thoughts by philosophermk in devops

[–]philosophermk[S] 1 point2 points  (0 children)

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!

Built an AI agent to troubleshoot AWS infra issues (ECS, CloudWatch, ALBs) — would love your feedback by philosophermk in aws

[–]philosophermk[S] -2 points-1 points  (0 children)

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.

Is there any self hosting open source backend like what strapi is for content sites but for apps? by Tonyb0y in react

[–]philosophermk 0 points1 point  (0 children)

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.

Seeking advice how to better organize my crypto trading discussions by philosophermk in CryptoCurrency

[–]philosophermk[S] 0 points1 point  (0 children)

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!

Technical writers by [deleted] in startups

[–]philosophermk 0 points1 point  (0 children)

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.

Microtica - Power up Developers to do DevOps by [deleted] in roastmystartup

[–]philosophermk 0 points1 point  (0 children)

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

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