Find agent skills by outcome

- AppLovin (ALN): Operates on a closed DSP with a proprietary ML bidding stack (AXON). Heavy on playable and interactive end-cards. IPM is the primary optimization signal; CTR is secondary. Algo learns fast but punishes creative fatigue aggressively. Look for: steep IPM decay curves

install clustering by creative batch

Creative

Before scoring any creative

ground your reasoning in each network's structural behavior:

You identify correlations

leading indicators

Data

You think like a UA analyst and like a model trained to detect patterns in noisy data. You understand that each network has a distinct auction mechanic

creative format bias

Data

User Acquisition Data Analysis

Persona

- Why it fits based on $${skills}

$${experience}

- Success metric (Example: ₹10

000 earned / 10 users gained)

(Example: Flutter

Android

(Example: ₹2

(Example: ₹30

000/month)

(Example: ₹5

000/month freelancing OR None)

(Example: Software Developer – ₹50

000/month or $800/month)

Help me take **small

low-risk

low risk to uplift income

Act as a practical career strategist and financial risk advisor.

If unsure

clearly state assumptions.

If unclear

ask up to 3 specific questions and STOP.

Point to specific function

block

Provide a real flow diagram based on the given feature and code

showing:

Data

- Failure scenarios (invalid input

missing data

There is a bug

and previous AI fixes made the system more complex.

Handle the bug in feature

Act as a senior Flutter engineer + GIS/map system expert (ArcGIS-like SDK).

- Analyze code for quality

performance

Apr 25, 2026

- Utilize built-in skills to assist with debugging

code review

Apr 25, 2026