You signed in with another tab or window. Reload to refresh your session.You signed out in another tab or window. Reload to refresh your session.You switched accounts on another tab or window. Reload to refresh your session.Dismiss alert
{{ message }}
Repository navigation
Idea: Combining Caveman's prompt compression with a local FinOps proxy (hard budget caps & input savings)
#1428
Caveman's approach to trimming conversational fluff and pleasantries at the prompt level is brilliant—it tackles one of the biggest hidden costs when running agents like Claude Code.
I’ve been working on the other half of this token-bloat problem on the network/proxy side with Guardian-Runtime.
While Caveman optimizes output tokens by enforcing ultra-concise style, Guardian sits as a zero-cloud reverse proxy on localhost:8080 to solve the input and runaway cost side:
Input Token Compression: Strips boilerplate, comment bloat, and whitespace from large file payloads before sending them over the wire (~40–70% savings).
Hard FinOps Circuit-Breaker: Enforces strict daily dollar caps (e.g. $10/day) to kill unbounded agent retry loops before they burn hundreds in API credits.
Local Secret Vaulting: Intercepts uncommitted .env keys and AWS credentials in RAM before they leave your machine, restoring them locally so generated code never breaks.
Pairing Caveman's output conciseness with transport-layer budget caps and input compression feels like the ultimate combo for running autonomous coding agents safely and affordably.
reacted with thumbs up emoji reacted with thumbs down emoji reacted with laugh emoji reacted with hooray emoji reacted with confused emoji reacted with heart emoji reacted with rocket emoji reacted with eyes emoji
Uh oh!
There was an error while loading. Please reload this page.
Hey everyone! 👋
Caveman's approach to trimming conversational fluff and pleasantries at the prompt level is brilliant—it tackles one of the biggest hidden costs when running agents like Claude Code.
I’ve been working on the other half of this token-bloat problem on the network/proxy side with Guardian-Runtime.
While Caveman optimizes output tokens by enforcing ultra-concise style, Guardian sits as a zero-cloud reverse proxy on
localhost:8080to solve the input and runaway cost side:.envkeys and AWS credentials in RAM before they leave your machine, restoring them locally so generated code never breaks.Pairing Caveman's output conciseness with transport-layer budget caps and input compression feels like the ultimate combo for running autonomous coding agents safely and affordably.
Check out the repo here: https://github.com/ashp15205/guardian-runtime
Has anyone here experimented with combining prompt-level brevity with network-layer budget caps? Would love to hear thoughts from the community! 🚀
All reactions