agumbe

Building infrastructure for AI agents
XContext • AI Gateway • MCP • AI Infrastructure
Making AI systems secure, observable & production-ready

[agumbe @agumbe_io]

which one hit closest to home

[agumbe @agumbe_io]

things nobody tells you about running AI agents in production:
your logs contain secrets you forgot were there
stack traces are 10x longer than the useful part
JSON responses have 80% of fields the agent never needs
all of it goes to the model anyway

[agumbe @agumbe_io]

This is the problem xcontext is built to solve.

Every piece of context your agents consume, inspected, redacted, and compressed before it reaches the model.

No secrets in the prompt. Less noise. Full record of what the model actually saw.

https://t.co/3k6WpS79ZX

[agumbe @agumbe_io]

Most AI agent failures are not model failures.

They are context failures.

Wrong input. Noisy input. Sensitive data that should never have reached the model.

The model did exactly what it was asked. The context was the problem.

[agumbe @agumbe_io]

Today is good news as we have our Data Producer API with contracts in place! Another milestone! #AgumbeAI #development #GitHub #pullrequest

[agumbe @agumbe_io]

Incremental excitement! We have AuthN and AuthZ covered! 🎉 Marks an important milestone in our development process. Yay! #Development #AgumbeAI #GitHub #PullRequest

[iaps @eternaldstudent]

Why Reactive? Get this question often ...

Here is a thread ...

1/9 Reactive Programming: Code that Reacts to Change

[agumbe @agumbe_io]

📢 Exciting news! We've just submitted our first Pull Request (PR) to the main repository! 🎉 Marks an important milestone in our development process. Stay tuned as we bring even more improvements. #OpenSource #Development #AgumbeIO #GitHub #PullRequest

[agumbe @agumbe_io]

Welcome to the beginning of a transformative journey! At https://t.co/PWzJubAR2F, we're harnessing the power of #AI, #MachineLearning, and #DataOps to create change. Excited about tech and want to make a difference? Join us in shaping the future! 🚀 #FirstTweet #AgumbeAI