What if you could run multiple AI developers in parallel, each working on different features, without any conflicts or context switching? What if integration testing was as simple as asking Claude to run a command? medium.com/@CalumBoal/become…

Yeah for sure, claude code on ultrathink one-shotted 4 comprehensive grafana dashboards for my app, and then can query them via the MCP server. I didn't give it prescriptive KPI's it just came up with them. They're not beyond imagination though just what you'd expect.

Not had any issues yet afaik, it's all based off data from grafana so the hallucination rate should be low.

🤯 Just gave my AI assistant access to Grafana metrics, logs, and traces. Now I debug production issues by asking questions in plain English. Claude investigates across my entire observability stack and explains what happened. 🧵👇

Here's an article just for you about the differences between our old architecture and why we did a rewrite to enable this level of testability and living documentation via tests medium.com/@CalumBoal/why-i-…

Retrofitting it into an existing codebase not designed for extreme testability may not go so well. In fact I had to rewrite my entire system into this architecture as it was previously a well structured traditional service based architecture, but it wasn't testable enough.

Yeah for sure it'd definitely be interesting to see. With this project we use a highly testable architecture (Functional Core Imperative Shell) that allows us to easily obtain high code coverage with minimal mocking or complexity.

Only one written from the ground up to support it, and not that large (25k lines).

protip, include ultrathink in your prompt and it will become MUCH better

Here's my take on how we can bridge the understanding gap that comes from vibe coding large projects, where neither you nor the AI fully understand the system that has been built. medium.com/@CalumBoal/how-im…

Nooooo not the Monsta Killaz😭

@AoS_Marshy92 Any tips against your list with this list on shifting objectives with archaon, 10 chosen, 3vg, 10 warriors, and 6 furies, with primal energy?

I am happy to announce we are hiring two new Security Engineers to help build out our attack surface management platform and further streamline our Penetration Testers workflows! rt for reach. See below for full job spec: onsecurity.notion.site/Secur…

I'll dm you!

Thanks for all the support so far! We are currently TENTH on ProductHunt 💪💪 Any additional reach and upvotes would be amazingly appreciated! #BugBounty #bugbountytip #cybersecurity #ThreatIntelligence #buildinpublic

Can do

Bit of a shameless plug but this is what I’ve been working on for the past year or so since I started as Head of Security Engineering at @WeAreOnSecurity. Any feedback would be appreciated, and retweets for reach would be great 🔥❤️ producthunt.com/posts/radar-…

If you want to talk drop me a message

Never heard of helix tbh, I’ll definitely give it a look though