rumman.ahmed

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Working notes on architecture, cloud infrastructure and AI systems — written as things ship.

4 min read

How myAI's brain works · an animated tourFEATURED

Every AI session normally starts from zero. An animated tour of how myAI gives every model the same memory, tools and to-do list — the 08:00 boot, git-versioned memory, distillation, recall, one gateway, a local runner and a multi-model swarm.

aimyaiagentsautomation
8 min read

What's New in myAI: Universal Boot, a Smarter Brain, and Self-Hosted CI

Two months of changes to myAI since the last architecture post — a universal daily boot, a brain that surfaces prior art and grades its own health, a fleet-wide MCP bridge, self-hosted CI runners, and the doorway that lets me drive the whole thing from my phone.

aimyaiautomationagents
10 min read

The Alert Nobody Receives · observability judged by questions, not dashboards

Assessing a multi-channel visitor platform against four real failure modes instead of a tooling wishlist. Three telemetry dialects, correlation that breaks at every boundary, alerts that fire into a portal, why the join with SaaS vendors has to run on business keys, and the order that matters: an alert that reaches a person, then correlation, then the panel.

observabilityopentelemetryalertingarchitectureoperations
13 min read

The Counter Needs a Tool · front-of-house software and the rules underneath it

A front-of-house dashboard built for a wall-mounted tablet and a flaky venue network: a backend-for-frontend that keeps every credential off the device, the ops team's own tools used without being called, and offline data that knows what to forget. Then the rules underneath every repository: decisions written before code, one path to production, infrastructure enforced by policy, and why a rule that is not checked is only a preference.

architectureengineering-standardsadrnextjsoffline-firstinfrastructure-as-code
16 min read

Five Caches, One Clock · making a layered cache agree with itself

A high-traffic visitor platform accumulated five cache layers that each kept their own opinion of time. How one monotonic version stamp made them agree — why freshness is a property of a field, not an endpoint — and how to arrive warm at a checkout you don't control.

cachingperformancearchitectureread-modelpowerhouse
13 min read

myAI, In Depth: A Portable Brain and an Autonomous Engineering Fleet

The architecture of myAI — a git-versioned memory layer, a specialist agent fleet, an autonomous off-hours runner, and an MCP gateway that ties them together. How it works, why it's shaped this way, and where it could go.

aiarchitectureautomationagents
12 min read

Connect, In Depth: Turning Support Tickets into an Autonomous Build Loop

The architecture of Connect — an installable support hub where a bug report becomes an AI-triaged, human-approved, autonomously-built fix with a live public timeline. The triage→fix loop, the safety model, and how a year of plans reshaped the ambition.

aiarchitecturesupportautomation
Writing | Rumman Ahmed