High-Value If, Low-Value Foreach and the Engineering Logic Behind Reliable AI Agents

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• selector_hintselector

LIKEDISLIKESKIP

USEFULUSELESS

EDUCATION_BACKGROUND_TOO_LOW

EDUCATION_BACKGROUND_TOO_LOW

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w_iignore_degree = True

The intent compiler is not a shallow metaphor for "translating user speech into code." What it truly compiles is value functions: pressing vague, implicit, trade-off-laden user intent into structures the system can execute, audit, roll back, and reuse.

No high value if is neutral

There is no such thing as a neutral high-value if. What appears to be a "neutral tool" often simply hides its default value function.

Internet platforms make daily ifs. Who ranks first in search? What does the feed show next? Which product appears in e-commerce search? Which candidate gets exposure on the recruiting platform? These ifs look like algorithmic ranking. They are actually value ranking. The most common default value function for internet platforms has been maximizing dwell time, click-through rate, conversion rate, ad revenue, and GMV (gross merchandise volume).

Current mainstream LLMs have...

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