The training architecture for jessexbt is built to operationalize Jesse Pollak’s expertise, style, and values into an AI-native agent capable of supporting 1000+ builders daily. This pipeline integrates fine-tuned language modeling, Retrieval-Augmented Generation (RAG), and feedback-driven improvement loops.
Embody Jesse's Persona: Reflect Jesse's tone, knowledge, and judgment.
Stay Real-Time: Leverage RAG to remain up-to-date via active ingestion.
Iterate Daily: Use Jesse’s ongoing feedback for continual improvement.
Scale Builder Support: Enable scalable, personalized guidance across Farcaster, X, and Telegram.
Sources:
164+ videos & podcast appearances (transcribed)
X (Twitter) posts
Farcaster interactions
Processing:
Transcription (via Gemini 2.5)
Cleaning and deduplication
Synthetic sample generation
Model: Gemini 2.5
Inputs:
Curated media/text dataset
Personality settings from Agent Dashboard
Hand-authored example responses
Goal: Minimize deviation from Jesse’s tone; boost alignment on key topics (Base, Web3, funding)
Technology: Pinecone
Namespaces: jessexbt, builders, protocol knowledge
Scraped Data (via Puppeteer):
base.org
GitHub profiles, demo links, protocol sites
PDFs, URLs, notes (manual + auto refresh)
Live Feeds:
Farcaster, X, Telegram (builder queries, Jesse’s posts)
Real-time sentiment tracking
Retrieved chunks + fine-tuned model → RAG-enhanced response
Latency Optimization: Caching & fast reranking pipelines
Moderation Layer: PII, toxicity, abuse filtering
Human-in-the-loop: Jesse evaluates answers directly
Evaluation Interface: Agent Dashboard
Scoring Dimensions: Accuracy, tone, relevance
Positive: Reinforcement into fine-tuning set
Negative: Flagged for targeted retraining
Continuous Updates: Ongoing model refresh with new logs + corrections
Model
Fine-tuned Gemini 2.5 on Jesse’s voice and context
Storage
Pinecone vector DB (multi-namespace)
Feedback
Active dashboard scoring + retraining
Platforms
Farcaster, X, Telegram ingestion + delivery
Moderation
Real-time PII/toxicity filters in RAG system
The jessexbt pipeline is crafted to be:
Personified: Authentically represents Jesse’s tone and style
Real-time: Constantly updated with fresh inputs and community pulse
Feedback-driven: Learns from every Jesse interaction
Scalable: Designed for 24/7 interaction with hundreds of concurrent builders
It’s a digital sidekick with memory, opinion, and Base-native fluency—aimed at removing bottlenecks between builders and actionable help.
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