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Prior Art

The history behind ZeroDB and Agent Swarm

A dated, sourced timeline — not a marketing claim. Every date below traces to a public LinkedIn post or this codebase’s own git history, linked so you can verify it yourself.

We are not claiming to have shipped agent-memory or multi-agent products before everyone else — we didn’t. What this timeline shows is that AINative founder Toby Morning was personally writing and building on the underlying ideas — retrieval-augmented memory, semantic ontologies, agent-assisted development — starting in March 2024, before most of the current wave of “AI agent” tooling existed. ZeroDB and Agent Swarm, the products, came later. The conviction came first.

Founder's own work

Toby Morning publishes on RAG, user-controlled data pods, and semantic ontologies for a personal-AI healthcare assistant

Under his own byline, AINative founder Toby Morning publishes “Empowering Next-Gen Healthcare: Leveraging Kwaai PAI, FHIR…”, written in first-person plural about hands-on work integrating Retrieval-Augmented Generation, the Solid protocol for user-controlled data pods, and Semantic Ontologies with FHIR — building a personal-AI healthcare assistant in partnership with Kwaai, a nonprofit AI lab. The core ideas behind agent memory and retrieval-grounded context are the same ones ZeroDB would later ship as a product.

Read the original LinkedIn article ↗
Founder's own work

PAI Palooza Tour: 13-city Techstars Startup Weekend series on personal AI

Morning announces the PAI Palooza Tour — a Techstars Startup Weekend event series he personally ran across 13 cities: Phoenix, Los Angeles, San Francisco, San Diego, Seattle, Denver, Austin, Tulsa, Chicago, Boston, New York, Atlanta, and St. Petersburg. Each stop put builders in a room to work on personal-AI concepts a full year before “AI agent” became the industry’s default framing.

View the announcement ↗
Related context

Kwaai's pAI-OS reaches public beta (a separate nonprofit's project)

Kwaai — the nonprofit AI lab founded by Reza Rassool in 2023 that Morning had been writing about and working alongside — takes its own pAI-OS project to public beta, per independent press coverage. This is Kwaai’s product, not AINative’s. Morning’s own account describes “working with his brother Reza Rassool building the open source operating system for personal AI” — real, hands-on involvement, but in a separate nonprofit initiative that AINative does not own, build, or claim credit for.

Founder's own work

Morning publishes on using RAG, Solid Pods, and fine-tuned SLMs to automate software development

In “Revolutionizing Software Development with PAI OS,” Morning describes an architecture using Retrieval-Augmented Generation, Solid Pods, personalized semantic ontologies, and fine-tuned Small Language Models to convert natural-language requirements into code, run automated code review, and support Agile/BDD/TDD workflows — the same shape of problem Cody CLI and Agent Swarm would later be built to solve.

Read the original LinkedIn article ↗
AINative product

The core repository is created

The core backend repository has its first commit.

AINative product

Real orchestration code ships — one day after the repository exists

ai_orchestration.py lands in the backend — the first working agent-orchestration code, a single day after the repository’s own first commit.

AINative product

Agent memory with semantic search ships

A working agent-memory service — memory_service.py with semantic search — merges into the backend (closing issue #57, PR #77). This is the functional core of what would later be branded ZeroDB.

AINative product

Full vector and search API implementation merges

A complete vector/search API implementation ships (PR #300), rounding out the memory layer’s core capability.

AINative product

The "ZeroDB" name ships

The ZeroDB product name and branding are applied to the existing memory/vector work for the first time (commit f94ef90d). The functionality predates the name by three months.

AINative product

The "Agent Swarm" name ships, with real multi-agent code

The Agent Swarm name is applied for the first time, alongside a genuine agent_swarm.py module, API, and tests (commit 1244902c).

For context: Mem0

Mem0, an AI agent memory company, was founded in 2023 (Y Combinator S24 batch) and publicly launched its product in January 2024 — before ZeroDB’s first commit (March 2025) and well before the “ZeroDB” name was applied (June 2025). We are not claiming to predate Mem0’s product. What predates it is Morning’s own public writing on the underlying agent-memory concepts, starting two months earlier in March 2024 — a founder-conviction timeline, not a product-launch one.

See what ZeroDB and Agent Swarm became.

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