ripwire: ripgrep of AI context (CLI+MCP) giving coding agents a map of any repo
github.com
github.com
*wire* every count it cannot prove is a total ships labelled as a floor
What on earth does this mean?It seems to still be good at code (though I haven't directly compared to earlier Opus versions lately), so it's not a general model collapse type problem, nor quantization errors. If quantization problems, I would expect it to break down on logic before prose, since a 4-bit quantized Gemma 4, even the small versions, have pretty good and, more importantly, coherent written English.
If the cloud AIs arnt downsizing the majority of their customers, they will be out of business.
The business has to downgrade to be sustainable, and open models prove it.
Still will see what inspiration I can take from this. I’ve seen improvements from my own rudimentary repo overview tool