
Reflex
Infrastructure that reacts before you do.
What it does
Reflex monitors your production servers and fixes problems before they become outages. A lightweight agent watches for common failure patterns — memory leaks, failed deployments, queue backlogs, permission drift, process crashes — and triggers automated repair playbooks to resolve them without waking you up. Works across your entire stack: PHP, Laravel, Node.js, Python, and many more. If it runs on a Linux server, Reflex can monitor and heal it.
Does a similar job
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Hello, I'm building SadServers.com, a SaaS where users can test their Linux troubleshooting skills on real Linux servers in a "Capture the Flag" fashion. I hope this is useful, to learn more about the project please see https://github.com/fduran/sadservers
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Parallel agents, diff reviewer, and multi-model comparisons
Dev tools · May 2026 · kilo.ai


- NW
Hey HN, Henry here from Cactus. We open-sourced Needle, a 26M parameter function-calling (tool use) model. It runs at 6000 tok/s prefill and 1200 tok/s decode on consumer devices. We were always frustrated by the little effort made towards building agentic models that run on budget phones, so we conducted investigations that led to an observation: agentic experiences are built upon tool calling, and massive models are overkill for it. Tool calling is fundamentally retrieval-and-assembly (match query to tool name, extract argument values, emit JSON), not reasoning. Cross-attention…
Life & fun · May 2026 · github.com
- FM
Dev tools · May 2026 · github.com