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A Real AI Agent Is a System, Not a Chat Window
A model generates predictions. An agent surrounds that model with tools, data, state, orchestration, permissions, and verification so it can pursue a…
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Company Knowledge Agents Can Cite, Respect, and Keep Current
AI4SALE implements source-grounded company memory with bounded profiles, access receipts, revision checks, conflict states, evaluations, and safe learning routes.
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We Stopped Treating AI Company Memory Like a Vector-Search Problem
AI4SALE found that busy agents were not moving the company because tasks lacked a valuable final product and company context was vague.…
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One Router Call, Two Kinds of Context: Unlimited Skills 0.6.7
Unlimited Skills 0.6.7 adds opt-in, cited business-context retrieval beside a selected skill in one card-mode call. The provider remains owner-controlled and retrieval-only,…
What needs to change?
We will review the page, workflow or business result and help define the first useful decision before proposing a project.
Project outcome