Equation 8 · Part 1 · Comparing the Main Approaches to AI Agent Architecture
Symbol g^(i)
What this part means
g^(i) is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.
Its job in the formula
g^(i) is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.
Full expression→Symbol g^(i)→Article meaning
The passage around this formula
Formally, the supervisor’s policy chooses a subgoal for each worker, and each worker then runs its own instance of the general loop against a history that never touches its siblings’: . Because and are disjoint by construction, worker i ’s error cannot enter worker j ’s context directly — it can only reach the supervisor, and only in whatever compressed form the worker chooses to report. That disjointness is the formal reason this pattern offers stronger containment than the single loop for genuinely independent subtasks, and it is also exactly why the pattern is documented to struggle when subtasks are not independent: the architecture has no channel for…
Learn the underlying idea
An exponent tells how a base is used in multiplication. In x³, x is the base and 3 is the exponent: x³ = x × x × x.
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Sources cited in the article section
- [2] How we built our multi-agent research system ↗
- [10] AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation ↗
- [4] Claude Code overview ↗
- [5] Agent orchestration ↗
These citations provide research context; check each source for the exact claim it supports.