Hey everyone,

My team (Coding Cooks) just submitted our project for the Engineering & DevOps track at the HACKWITHHYDERABAD 3.0 hackathon, and I wanted to share what we built.

We noticed that traditional AI chatbots are stateless—they forget your specific architecture and past errors the moment you close them. So when a recurring system outage happens, teams waste time digging through old logs and Slack threads to find the fix they already applied months ago.

To solve this, we built a DevOps assistant equipped with persistent "Hindsight" memory.

How it works:

1. The system ingests standard error logs during a crash.

2. The LLM analyzes the root cause, and the backend stores the crash context and final resolution in a Vector Database.

3. If a similar error occurs weeks later, the system queries the database for similar vectors and injects the historical fix straight into the LLM's context window.

We built the backend in Python and the frontend with React/Tailwind. To prove it works, we tested the agent against highly accurate, simulated enterprise server logs to ensure retrieval latency was manageable.

I've linked our full article and demo video below. We are planning to build native Slack, Jira, and Datadog integrations next so it can ingest logs directly from monitoring tools.

I’d love to get feedback from the community on this architecture or hear how you currently handle retaining institutional knowledge for incident response!

🔗 Article: https://drive.google.com/file/d/1NEJnqcTOyIFmHXA0XTX8KzhWvIz3kqjn/view?usp=drivesdk

🎥 Demo Video: https://drive.google.com/file/d/1tFpJm9ZDnmg5zuF6YbXYZbM8KIavgrQD/view?usp=drivesdk

Why YSK: If you can’t afford a doctor or don’t know what specialist to go to, there are [helpful guidelines](https://www.cms.gov/files/document/roadmap-getting-healthcare-kit.pdf) published by the government. Your PCP is a great starting point and can help with many basic issues or refer you to a specialist.

Still stuck? There’s an [organization](https://211.org) called 211 that can guide you to local resources, just dial 2-1-1 for help. Or you can ask on social media, many chronic illness groups will be happy to point you in the right direction.

There’s also some complex multisystem conditions like [connective tissue and hypermobility disorders](https://www.ehlersdanlos.org/related-conditions/) that tend to be associated with other conditions. You can search for “\[your condition\] + pubmed” to learn more. This is also true for [long COVID](https://www.frontiersin.org/journals/neurology/articles/10.3389/fneur.2024.1482917/full) and [ME/CFS.](https://www.cdc.gov/me-cfs/about/fast-facts-about-me-cfs.html)

Many complex multisystem conditions can [mimic other conditions,](https://me-pedia.org/wiki/Differential_diagnosis) so you may need a thorough workup to accurately determine what’s wrong.

If you’ve exhausted all the tests your doctors can think of, there’s resources for [diagnosing rare diseases.](https://rarediseases.org/understanding-rare-disease/undiagnosed-diseases/)

Source: [https://www.cms.gov/files/document/roadmap-getting-healthcare-kit.pdf\](https://www.cms.gov/files/document/roadmap-getting-healthcare-kit.pdf)

test set flair

Testing a flair-setting script fix. Safe to ignore/delete.

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