Vision-First Neural Networks
While competitors paste stale data into generic ChatGPT-style models, we built custom CNNs that see charts the way traders do.
Everyone Else
- ✗Generic LLMs trained on "how to cook an egg", Janet Jackson at SuperBowl XXXVIII, and maybe some stale 2021 memecoin info
- ✗Stale, off-chain price data from public APIs
- ✗Same model as every competitor = same predictions
- ✗Numerical analysis only — can't "see" chart patterns
TrenchBuddy + NRKT
- Custom CNNs built from scratch for memecoin trading
- Real-time on-chain data with ~3s latency
- Visual pattern recognition — literally renders & analyzes chart images
- Finds correlations humans can't articulate — like medical imaging AI
How Vision-First Analysis Works
Render Charts as Images
Early-stage coin charts are rendered as visual images at multiple time intervals — just like you'd see on a trading terminal.
CNN Pattern Recognition
Convolutional Neural Networks trained on thousands of successful/failed coins find visual patterns and correlations invisible to human analysis.
Ensemble Consensus
Vision models combine with ML priors and LLM reasoning to produce tiered consensus predictions with confidence scores.
The same technology used in medical imaging to detect diseases
Our CNNs use the same pattern recognition techniques that help doctors find abnormalities in X-rays and MRIs — except we're trained to find the next 100x memecoin. The models discover what to look for on their own, finding correlations even expert traders can't explain.
Multi-Modal Analysis
CNNs analyze both chart visualizations AND wallet activity/connection graphs — two visual pattern recognition systems working in parallel.
Purpose-Built, Not Generic
Every model is custom-trained specifically for memecoin trading patterns — no general-purpose AI trying to do everything.
"You know how sometimes you just look at a chart and know it's a runner? We taught machines to do that."
TrenchBuddy
Research Platform for Memecoins
Discover, analyze, and vet memecoins before they move.
You decide when to buy/sell. TB gives you the edge.
Trench Network
ML wallet intelligence
- Genius/bad wallet scoring
- Cross-chain (SOL, ETH, Base, BNB, Sui)
- ~3s block→bot scan latency
- Bundle detection (no double-counting)
TokenStream Visualization
Multi-dimensional analysis
- Interactive axes: holdings × quality × liquidity
- Unlimited wallet tracking
- Real-time updates
Trench.School Wiki
AI + community research
- AI token research
- Cross-chain verification
- Contribute to earn NFTs
Social Trading
Make calls (bull/bear), track consensus, success rates, wallet engagement
Advanced Analysis
- Bundle Viz with live percentage updates
- Sentiment from X & Pump.fun
- Token Tagging (custom taxonomies)
Premium Upgrades
- Real-time genius wallet plays
- Enhanced metrics & filters
- Custom alerts
TB = research cockpit. You control the trigger.
Vision-First Ensemble
Vision models read charts → ML supplies priors → LLMs judge narrative → Tiered consensus produces one auditable plan
TrenchBuddy's vision engine powers NRKT's planning — research depth → autonomous execution quality
Agent NRKT
Autonomous Perps Trading Bot
"Set and forget" bot that trades perps for you on Hyperliquid & Aster.
Links to your venue account; places, manages, and exits positions under strict safety rails.
Ensemble Consensus
ML + Vision + Reasoning
Execution Rail
Venue-aware precision
- Idempotent orders
- Per-user serialization
- Retry + jitter • Backlog flush
- Precision sizing (tick/lot/slippage)
- Kill-switch
Trade Discipline
- "No action" when disagreement/low confidence
- Correlation caps
- Invalidation rules enforced
Auditability
- Decisions normalized with confidence, reasoning, invalidation
- Model votes logged
- Telemetry & prompts/images logged
- Providers redacted by default
Simple Pricing
- Flat USDC monthly subscription
- No trading/volume fees from us
NRKT = execution engine. You control risk; it handles the rest.
Quick Comparison
TrenchBuddy
User Role
You research & decide
Domain
Memecoins (spot/early discovery)
Action Policy
Exploration heavy
Output
Insights, alerts, visualizations
Pricing
Free + Premium
Agent NRKT
User Role
Bot trades for you
Domain
Perps (venue trading)
Action Policy
Discipline & throttle heavy
Output
Positions, PnL, logs
Pricing
USDC monthly, no volume fees
Trading involves risk. Not financial advice. • Vision-first ensemble → one auditable decision.