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Aashir Javed

EvidenceMagzi

Magzi

A self hosted agent that has to be right without supervision.

Tier
private. Real and running. Shown on a call.
Status
Running daily. Private repository.
Form
One Rust binary, Linux, macOS, Windows
Stack
Rust, SQLite, WhatsApp and Telegram channels
Role
Sole engineer

Magzi runs around the clock on a messaging channel for its owner or a small business. It starts with no identity and learns the owner and the business from conversation and from documents it is given.

Retrieval comes first. Every turn pulls durable records, knowledge and memory from its own stores before the model is asked anything. If the model is unavailable, the turn still completes from those stores and says so, rather than failing.

It can write code for itself, but code is kept only when its own test passes under a real interpreter or compiler. A model cannot fake that check. A supervision process watches the running service, turns recurring errors into findings, and prepares a repair packet that has to pass the full test suite before it ships.

Names, numbers and addresses are replaced with stable placeholders before anything reaches a model, and restored locally afterwards.

What transfers to a fund

Agents for operations work that log what they did, fall back cleanly, and never treat a model's opinion as verification.

The code is private. I can walk you through it on a call.