Multi-Agent Research with Shared Memory

Research agents collaborate through shared memory, test hypotheses in isolated branches, and merge discoveries — all through standard SQL.

The Problem

Agents Can't Collaborate

Each agent builds knowledge in isolation. Discoveries are never shared across the research team.

Lost Context

Multi-step research loses context between sessions. Agents repeat work they've already done.

No Hypothesis Testing

No safe environment to test ideas without corrupting the shared knowledge base.

The HatiData Fix

Shared Memory Namespaces

Multiple agents read and write to shared memory pools with namespace isolation.

Branch Isolation

Test hypotheses in isolated branches. Merge successful experiments back to main.

Discovery Triggers

Semantic triggers notify the team when an agent discovers something relevant to another's work.

See It in Action

-- Create an isolated branch for hypothesis testing
SELECT branch_create('hypothesis-alpha', 'main');
 
-- Agent writes findings to the branch
INSERT INTO research_findings (agent_id, topic, finding, confidence)
VALUES ('researcher-02', 'market-trends', 'Q3 shows 40% growth in APAC', 0.91);
 
-- Search shared memory across all research agents
SELECT agent_id, content, created_at
FROM _hatidata_memory.memories
WHERE namespace = 'market-research'
  AND semantic_match(embedding, 'APAC growth trends 2026', 0.7)
ORDER BY semantic_rank(embedding, 'APAC growth trends 2026') DESC
LIMIT 10;

faster research cycles

100%

knowledge preserved

3.2x

more discoveries per sprint

Related Use Cases

Customer Support

End the amnesia loop. Your support agent recalls every past interaction, preference, and resolution — across sessions.

View use case

Cybersecurity Threat Hunting

Security agents correlate alerts, IOCs, and threat intel using semantic triggers. Novel threats surface before signatures exist.

View use case

Education & Adaptive Learning

Tutoring agents remember learning styles, struggles, and breakthroughs. Personalized instruction at scale.

View use case

Ready to Build?

Get started with HatiData in under 5 minutes. Free forever for local development.

Join Waitlist