Boost Targeting AI

Domain: Audience targeting, ad delivery optimization, embedding matching Integrated With: BoostingModule, TRNUsageOracle, SemanticTrustOracle

The Boost Targeting AI is responsible for intelligently delivering boosted content to users most likely to resonate with it. It functions entirely within the TRN ecosystem—using embedded similarity, user content history, ad preferences, and performance pacing to maximize reach, relevance, and return on TRN spent.

It never manipulates visibility for personal gain and operates with full DAO-governed constraints.

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🎯 Core Functions

• Audience Discovery: Searches for user CIDs with ads enabled whose embeddings match the ad content

• Prompt Interpretation: Reads the campaign goal as a natural language prompt from the booster and identifies key themes, categories, or emotional tone

• Embedding Matching: Compares ad content embeddings (text, audio, video, image) to all known user engagement vectors

• Similarity Filtering: Selects a pool of matching CIDs based on tight semantic relevance, adjusts wideness dynamically

• Reach Feedback: Reports projected reach and similarity score range back to the booster before launch

• Campaign Adjustment: If similarity pool is too narrow or wide, the AI expands or restricts the match band automatically

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🧠 Workflow

1. User initiates a boost

2. TRNUsageOracle verifies TRN availability and deducts boost budget

3. User specifies targeting prompt, optional preferences, and spend speed

4. Boost Targeting AI:

   • Parses prompt

   • Fetches embeddings of ad

   • Matches against all users with ads turned on

   • Filters based on region, freshness, content compatibility

5. Target list is queued

6. Boosted post is delivered in-feed with 10s delay and resonance bar

7. Burns, blesses, retrns, and skips update similarity feedback

8. Campaign depletes according to reach and pacing

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⚙️ Parameters

Setting	Description
Similarity Threshold	Dynamic, starts tight and expands if reach is too low
Pacing Mode	Fast / Balanced / Slow (affects spend rate)
Campaign Length	Min 1 day, Max 7 days
Spend Control	TRN depletes from booster vault via TRNUsageOracle
Minimum Reach Preview	Provided before launch
Timeout Bar	10s display, user cannot scroll or skip
Audio	On by default at device level
Resonance Feedback	Used for boosting economy and LottoModule input

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📊 User Behavior Filters

• Boosted posts shown only to:

  • Users with ads enabled

  • Users who haven’t seen this ad in the last hour

  • Users not flagged as AI bots (checked via AI Bot Verifier)

• AI pacing adjusts based on:

  • Engagement velocity

  • Bless/Burn ratio

  • TRN remaining in campaign budget

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🔄 Boost-AI Dialogue

The system allows boosters to interact with the AI conversationally:

• Set goals like “target US creators who make motivational content”

• Specify audience types: “show to people who recently retrned similar content”

• Adjust reach: “go wider”, “focus tighter”

• AI confirms projected reach and resonance bands

• Once accepted, the budget is locked and the campaign proceeds

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🔁 Retrns and Reposts

• Retrns of boosted posts point to the original post, not the boosted copy

• The original post continues earning TRN normally if retrned

• Boosted versions expire independently and do not earn from retrns

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🔒 DAO Oversight

• The targeting AI cannot be customized to unfairly favor or exclude users

• Constraints on semantic targeting are set by country NFTs or the DAO via:

  • CountryRulesetManager

  • SemanticTrustOracle

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🧬 Related Modules

• BoostingModule

• Content Similarity Embeddings

• SemanticTrustOracle

• GeoOracle

• LottoModule