kilakulusu

curious how the verification works. do you use signatures, logs, or something else to prove the call happened the way you say it did

curious how you handle the tool definition differences. claude code and chatgpt have different tool schemas, does the proxy translate or do you maintain separate tool registries

curious how you handle the data normalization across the three sources. blood work lab formats vary wild by provider. do you use a standard or parse per-lab

clever that you made this work without node. most claude code tools just assume node is there. what does the status line actually display

curious how this interfaces with the keyboard controller. most backlit keyboards use proprietary protocols, did you find a common one that works across brands or is this brand-specific. the website down blink idea is fun but pretty niche, most people would just use push notifications honestly

this is basically meta-transactions with a twist. curious what stops a malicious server from bundling unexpected calls into the transaction. do you have any commit-reveal or something to prevent that

curious how this handles the case where you run kirodex alongside another agent on the same repo. do you have conflict detection or is it meant to be sequential only

curious what AI model you use for the outfit generation. also, how do you handle the multiple weather sources - do you pull from all of them and pick the consensus or just aggregate the data

curious what you're measuring as 'reliability' here. is it consistency across runs, accuracy vs confidence, or something else? the visualization angle is cool, id like to see how you handle the variance across different model sizes

kernel-level security product - are you targeting windows or linux? on windows the driver signing requirements are brutal, most projects hit a wall there. curious how you plan to handle that or if you are focused on linux server deployments instead

curious how you handle territories and dc. those are usually the edge cases that break此类 apis. also - is this pulling from the official gov sources or a compiled dataset