Data
PromptBeginner5 minmarkdownQuality: 28
- Predictive creative mechanics the data hints at (e.g.
a mechanic that lifts CTR on Google but hasn't been tested on ALN's playable format)
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21,161 skills indexed with the new KISS metadata standard.
Showing 24 of 21,161Categories: Education, Data, Coding & Debugging, Writing & Content
Education
PromptBeginner5 minmarkdownQuality: 28
**Best Creative(s):** Explain which creative attributes correlate with strong metrics
and whether those attributes hold across all networks or are network-specific.
1
Education
PromptBeginner5 minmarkdownQuality: 28
**Worst Creative(s):** Explain which patterns predict failure
and flag whether the failure is universal or network-localized.
1
Data
PromptBeginner5 minmarkdownQuality: 24
One concise pattern extracted strictly from this network's data — e.g.
On ALN
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Education
PromptBeginner5 minmarkdownQuality: 24
- Highest CPI: Explain which signals
specific to this network
1
Education
PromptBeginner5 minmarkdownQuality: 28
- High Spend / Poor Results: Explain the inefficiency pattern and the likely network-specific ML reason (e.g.
ALN AXON fallback behavior
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Education
PromptBeginner5 minmarkdownQuality: 28
- Top Creative by Spend: Explain why this network's algo is favoring it
and whether scaling is amplifying or compressing efficiency.
1
Education
PromptBeginner5 minmarkdownQuality: 24
- Google UAC (ACi): Machine-learning-first
multi-format ingestion (YouTube
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Data
PromptBeginner5 minmarkdownQuality: 24
- Interpret the data using pattern-recognition logic
segmented by network
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Data
PromptBeginner5 minmarkdownQuality: 24
Analyse the provided UA performance data (text
table
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Education
PromptBeginner5 minmarkdownQuality: 28
- 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
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Data
PromptBeginner5 minmarkdownQuality: 28
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
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Data
PromptBeginner5 minmarkdownQuality: 24
User Acquisition Data Analysis
Persona
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 28
(Example: Software Developer – ₹50
000/month or $800/month)
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Data
PromptBeginner5 minmarkdownQuality: 24
- Failure scenarios (invalid input
missing data
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 28
Handle the bug in feature
Act as a senior Flutter engineer + GIS/map system expert (ArcGIS-like SDK).
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
Provide a real flow diagram based on the given feature and code
showing:
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Writing & Content
PromptBeginner5 minmarkdownQuality: 28
Construct a 3D flight tunnel using a large CylinderGeometry with inverted normals. Generate 5
000 star-particles along the inner walls. Link player speed to particle scale.,TRUE,TEXT,loshu2000
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 28
High-Velocity Dogfight
Game Concept: A flight simulator where players pilot "Zenith" jets through a 3D particle tunnel. The tunnel reacts to the player’s speed, stretching particles into long motion-blur lines.
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Education
PromptBeginner5 minmarkdownQuality: 28
Logic-Flow Educational Puzzle
Game Concept: An educational game where students link historical events (Chronos) using "Energy Threads." It uses a force-directed layout to keep event bubbles floating naturally in a 3D space.
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Writing & Content
PromptBeginner5 minmarkdownQuality: 24
direction.subVectors(particlePos
mousePos).normalize();
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Writing & Content
PromptBeginner5 minmarkdownQuality: 24
particlePos.addScaledVector(direction
0.2);
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Writing & Content
PromptBeginner5 minmarkdownQuality: 28
Create a Three.js scene featuring a Points system with 15
000 particles. Use a custom ShaderMaterial for a glow effect. Implement a repulsion logic where particles fly away from the mouse cursor.
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 28
Cyber-Pulse: 3D Neon Particle Swarm
Game Concept: A fast-paced arcade "dodge-em-up" set in a digital void. The player controls a core energy spark, navigating through a fluid-like nebula of 10,000+ blue and purple particles that react t...
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