Venym Labs · Research
Published research, with methods.
Documented investigations into agent systems, market structure, execution risk, model behavior, and the infrastructure around them.
55 published studies12 research domainsMethods and limits in every studyNot peer reviewed
Does Coverage Acceleration Add Signal Beyond Velocity in Market-News Lifecycles?
A pre-registered, leakage-safe test of whether backward-looking title-arrival acceleration adds held-out discrimination beyond level, heat, and velocity in a production news-clustering system. The incremental-signal claim is falsified: Delta_AP = -0.0121 and the permutation negative control fails.
In this study · 8 sections
- 01Abstract
- 02Hypotheses
- 03Data Provenance
- 04Analysis
- 05Discussion
- 06Limitations
- 07Conclusion
· Venym Labs ResearchNot peer reviewed
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Mar – Aug 202652 studies
02The research archive
A record of the work.
Browse by discipline. Read the methods, not just the conclusion.
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All disciplines55 records · newest first
August 2026
01 studiesJuly 2026
05 studies- Market Microstructure
Priority Ordering in Perpetual CLOBs: Measuring the Latency Tax on Takers
- Quantitative Methods
Mean Reversion Speed in Solana DeFi Tokens: OU Half-Life Estimation Across Market Regimes
- AI/ML
Transformer vs. LSTM for Funding Rate Prediction: A Rigorous Comparison
- AI/ML
Embedding Drift in Crypto Sentiment Models: When to Retrain?
- Cross-Chain
Bridge Latency as a Trading Risk Factor: Quantifying Cross-Chain Arbitrage Window Decay
15 min read
June 2026
15 studies- Solana
Write-Lock Contention in Solana Trading Programs: Measuring Real Sealevel Parallelism
15 min read - Quantitative Methods
Funding Rate Predictability: Comparing OU, ARIMA, and Regime-Switching Models
- Solana
Anchor vs. Native Programs: When to Break the Abstraction
- Prediction Markets
AMM Design for Prediction Markets: Constant Product vs. Constant Sum
- Cross-Chain
Bridging Perpetual Positions: Cross-Margin Across EVM and Solana
14 min readpilot - Market Microstructure
Order Book Reconstruction from On-Chain Data on Hyperliquid
13 min readpilot - AI/ML
Fine-Tuning LLMs for Market Commentary: Lessons from 10,000 Generated Reports
16 min readpilot - DeFi
Liquid Staking Derivatives and Systemic Risk in DeFi
- Agent Autonomy
Agent Communication Protocols: How AI Systems Should Negotiate
- AI/ML
Why Embedding-Based Sentiment Beats Traditional NLP for Crypto Trading
- Hardware + AI
FPGA Acceleration for Vector Similarity Search in Trading
- Hardware + AI
GPU Clusters for Real-Time Embedding Generation at Scale
16 min read - MEV
MEV-Resistant Order Flow Auctions: Design and Implementation
- DeFi
AMM slippage as fraction of pool reserves
- DeFi
The Case Against AMMs: Why Order Books Win for Institutional DeFi
15 min read
May 2026
17 studies- Prediction Markets
Market Manipulation in Prediction Platforms: Detection and Prevention
14 min read - Quantitative Methods
Portfolio Construction with Crypto-Specific Risk Factors
12 min read - Market Microstructure
Conceptual model: DEX spread as function of venue friction
- Market Microstructure
Liquidity Dynamics on Perpetual DEXs: A Comparative Study
12 min read - DeFi
Funding rate dispersion analysis — top 20 symbols by absolute annualized rate
- Quantitative Methods
Funding carry factor construction
- DeFi
Systemic stress indicator: funding rate dispersion ratio
- Solana
The Real Cost of Solana Transactions: A Benchmark Study
- Cross-Chain
Unified Execution Layers: Why TIDE Protocol Chose Multi-Chain from Day One
- MEV
Sandwich Attacks on DEX Aggregators: Anatomy and Mitigation
12 min read - Solana
Solana fee calculator (simplified)
- Quantitative Methods
Kelly Criterion in Practice: Position Sizing with Uncertain Edge
- Hardware + AI
Embedding a funding rate window for similarity search
- Agent Autonomy
Memory Architectures for Persistent Trading Agents
- DeFi
Impermanent Loss as a Strategy: When AMM Mispricings Create Edge
10 min read - MEV
MEV in Perpetual DEXs: Extractable Value on Hyperliquid
- Prediction Markets
Oracle Design for Binary Event Resolution: Lessons from HELM
April 2026
06 studies- Agent Autonomy
Multi-Agent Coordination for Portfolio Management: Evidence from Concurrent Perpetual Futures Trading
- Solana
Sub-Second Settlement: How Solana Enables a New Class of Trading Agents
- Agent Autonomy
Building Safe Autonomous Agents: The Circuit Breaker Pattern
- Market Microstructure
Funding Rate Mean Reversion: Testing Ornstein-Uhlenbeck Dynamics in Perpetual Futures Markets
12 min read - Market Microstructure
Funding Rate Arbitrage: Structural Alpha in Perpetual Futures
- Solana
Account Model Optimization for High-Throughput Trading Systems
March 2026
08 studies- DeFi
Cross-Chain Liquidity Fragmentation: Quantifying the Cost and Solutions
- Quantitative Methods
Regime Detection in Crypto Markets Using Hidden Markov Models
- AI/ML
Reinforcement Learning for Dynamic Position Sizing in Volatile Markets
- Hardware + AI
Edge Inference for Real-Time Trading: Running Models on Bare Metal
- Quantitative Methods
Cross-Sectional Momentum in Crypto: Does It Exist?
- Infrastructure
Anorion: The Open-Source Agent Gateway That Treats Agents as First-Class Citizens
14 min read - Quantitative Methods
Walk-Forward Optimization for Crypto Trading Strategies
- AI/ML
Attention Mechanisms in Financial Time Series: Beyond the Hype
11 min read
March 2025
03 studies03 · From research to a working system
A better question. A tested answer.
Bring the system, the constraint or the question. We will work out what the evidence needs to show.