Akili
A school tutor for classrooms where the connection comes and goes. Only the model call leaves the machine, and the memory tiers take 0.9% of a turn.
Ezekias Bokove, Applied AI Engineer and Google Developer Expert for Google Cloud.
The Agent Processor Unit is my open architecture for agent memory. It runs memory the way a processor does: a cache in RAM, a page table, paging to disk, and a scheduler that answers first and writes later. Every number behind it is measured on a real system.
Two systems run on it, and one engine grows agents around it.
A school tutor for classrooms where the connection comes and goes. Only the model call leaves the machine, and the memory tiers take 0.9% of a turn.
An elder teaches by talking and showing. Urithi structures it, tests it like code, and hands it on to each learner in the form they need, online or offline.
Watches how someone works, and turns a habit into an agent that is promoted on evidence and retired when its proof expires.
How the architecture got here: eight stages of memory, from a 2025 chatbot that forgot too much, and six stages of agent lifecycle, from versioned blocks to agents that grow from usage.
Writing
At a 1% error budget, free word overlap goes from last to first. Benchmark your operating point, not your model.
Akili on salvaged hardware: only inference leaves the machine, and the local tiers are 0.9% of the turn.
The YAML is a Dockerfile, the approved agent is an image, the running agent is a container.
Reformulation triggers a repair, recurrence an automation, and every promotion needs evidence.
Workload Identity Federation from trust anchor to live write, with a reproducible demo.
A four-tier memory hierarchy with LRU paging and a scheduler that keeps replies instant.
GitLab CI for integration, Cloud Deploy for delivery, no long-lived keys.
A CI pipeline that migrates Cloud SQL schemas with GitLab’s Cloud Seed.
Speaking
DevFests, Google I/O Extended and community events across Africa and online. Open an event to see its photos and the talk.
About
I’m an Applied AI Engineer and Cloud Database Engineer, and a Google Developer Expert for Google Cloud. I founded GDG Cloud Abidjan and the GDGs Afrique Francophone network.
I care about AI, cloud, databases, APIs and DevOps, and about projects that improve people’s living conditions. That is why my agents are built for the floor first: a system that fits a salvaged laptop in a classroom also fits a server, and the reverse isn’t true.