WHY THIS
EXISTS.
Ops assistants are often optimized to act quickly. In security and infrastructure work, a fast confident answer without evidence can be more dangerous than no answer at all.
ACTIVE · AI & models
// Diagnose before doing
MAGATAMA
Operations and security tooling that gathers evidence before suggesting an action. Less cowboy. More receipts.
SOURCE_VISIBILITYPRIVATE
Read the field note The operations repository remains private because it contains environment-specific integrations and security-sensitive workflows.
WHY THIS
THE USEFUL
LOOP.
MAGATAMA separates observation, diagnosis and action. It gathers the available system evidence, records what supports a conclusion and only then proposes a bounded next move for a human to review.
03 // WHAT_SHIPPEDWHAT'S
WHAT'S
INSIDE.
EVIDENCE FIRST
Logs, configuration and current state are collected before the tool produces a recommendation.
BOUNDED ACTIONS
Suggested changes stay narrow, reversible where possible and explicit about their expected impact.
AUDITABLE REASONING
The trail from observed facts to proposed action remains visible instead of disappearing inside a model response.
READ THE
RECEIPTS.
PRIVATE REPOSITORYNOT EVERYTHING USEFUL NEEDS A PUBLIC ORIGIN.
The operations repository remains private because it contains environment-specific integrations and security-sensitive workflows.
BROWSE MY PUBLIC GITHUB ↗