Blog

Name: AimDB
Author: AimDB

Deep dives, field notes, and technical papers from the AimDB team

"Physical AI Needs a Typed World Model, Not a Vector DB"

"An embodied agent doesn't primarily need to retrieve things it heard about once. It needs to know what is, right now, in the system it's about to touch. That's a different shape of data and it needs different infrastructure."

May 14, 20266 min read

technicalarchitectureconnectors

"Record Ownership: Which Side Is Right?"

"Cross a connector and the same record lives on two sides. The buffer you chose defines what conflict is possible. Ownership is declared in the wiring and enforced at runtime."

May 10, 20267 min read

technicalarchitectureconnectors

"Connectors: Where AimDB Meets the Real World"

"Connectors are the edges of the dataflow graph. Same builder, same buffers, opposite directions — link_to streams records out, link_from brings them in."

May 3, 20267 min read

technicalarchitecture

"Reactive Pipelines: The Engine of Data-First Architecture"

"Reactive source/transform/tap pipelines are the execution model that turns a data-first graph into a running system."

April 26, 20266 min read

visionarchitecturerust

"The Next Era of Software Architecture Is Data-First"

"Why inverting the relationship between code and data changes everything and how AimDB's Rust dataflow engine makes data-first architecture work from MCU to cloud."

April 14, 20265 min read

technicalembeddedasync

"Portable Async Rust: Targeting Embassy, Tokio and WASM from One Codebase"

"How we built a unified async runtime abstraction that compiles the same typed structs for Cortex-M4 microcontrollers and Linux servers — the design decisions and trade-offs"

March 27, 20268 min read

technicalarchitecture

"AI-Assisted System Introspection: AimDB Meets the Model Context Protocol"

"How AimDB's MCP server turns your running distributed system into something an AI assistant can query, understand and help you design — from live sensor values to architecture proposals."

March 22, 20268 min read

technicalarchitecture

"Schema Migration Without Ceremony"

"How AimDB's MigrationStep and MigrationChain give you type-safe, bidirectional schema evolution — validated at compile time, dispatched automatically at runtime."

March 8, 20267 min read

technicalarchitecture

"Streamable: One Trait to Cross Every Boundary"

"How AimDB's Streamable trait eliminates parallel type systems at WASM, WebSocket and CLI boundaries — and why a four-line change is all it takes to add a new contract."

March 3, 20266 min read

technicaltutorials

"AimDB Meets the Browser: Full Dataflow Engine in WebAssembly"

"The same Rust dataflow engine that runs on STM32 and Kubernetes now compiles to WASM — with contract enforcement at the boundary, not in JavaScript."

February 27, 20268 min read

technicaltutorials

"Long-Term Record History: Persistence Comes to AimDB"

"AimDB's pluggable persistence layer adds queryable history to your Rust dataflow engine — from edge devices to Kubernetes, without changing producers or consumers."

February 21, 20267 min read

technicaltutorials

"Two Ways In: AimDB's Sync and Async APIs"

"AimDB gives you the same typed dataflow engine through two entry points — a fully async API for reactive systems and a blocking sync API for threads, FFI and scripts."

February 15, 20265 min read

technicaltutorials

"Source, Tap, Transform: How Data Flows Through AimDB's Rust Dataflow Engine"

"The three core primitives of AimDB's Rust dataflow engine — how data enters, flows, and transforms from MCU to cloud with compile-time safety."

February 9, 20268 min read

technicaltutorials

"Data Contracts: A Deep Dive"

"How Rust portable data contracts enable seamless data flow from no_std microcontrollers to Kubernetes — same code, MCU to cloud."

January 20, 20266 min read

announcementsreleasetechnical

"Introducing AimDB: A Rust Dataflow Engine from MCU to Cloud"

"The no_std async dataflow engine for streaming sensor data across embedded MCU, edge gateway, and Kubernetes — same Rust code everywhere."

January 15, 20263 min read