At Gemini at Work 2026, Google introduced the Gemini agent: one agent that takes a high-level goal and returns finished work, spinning up temporary sub-agents for complex jobs and coordinating them in parallel or in sequence. The feature that matters here is not the orchestration — it is the memory. Google says Gemini onboards itself like a new hire, learning your team, tools, and business context so you don't have to re-explain the project with every prompt, and keeps multi-day tasks moving even after you close your laptop.
An agent that forgets after every prompt is a smarter search box. An agent that accumulates what works — which framing landed, which sequence closed — is institutional knowledge that compounds.
How FactuaOS runs the same mechanism
FactuaOS is built on the same idea: agents that get better as they work, not just while they work.
FactuAlly is the lead agent — the one the operator talks to, which directs a set of specialist agents called Allies. One of those Allies is Throttle, the media buyer, which moves budget toward audiences that convert. When Throttle runs a campaign, the results do not disappear at the end of the run. What worked is written into the OS and harness memory — a layer separate from customer records, holding what the agents learned works. The next campaign starts from what the last one learned.
That is the same mechanism Google is describing. Gemini does not need your business re-explained with every prompt; FactuAlly and Throttle do not re-learn which audiences convert every time a new campaign opens. Typhon Interactive — Factua's in-house legal marketing and case acquisition business, including InjuryClaims.com — draws on audiences and creative proven in other compliance-heavy verticals.
By default, a person approves work before it goes out. Automation earns its way up.
What compounds across the portfolio
A media buyer that carries forward which creative angle drove qualified calls last quarter is not a marginal improvement over one that starts cold. It is the difference between a system that scales headcount and one that scales judgment. Across the businesses sharing one platform, what the agents learn is kept in the OS and harness memory and carries into the next campaign. The portfolio does not just share data — it shares what the system figured out about how to use it.
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