gnosis/prediction-market-agent-tooling
Nov 2024 – Nov 2025
13 Months active
Languages Used
PythonTOMLYAMLSoliditybashpythontomlyaml
Technical Skills
API IntegrationAgent DevelopmentBackend DevelopmentBacktestingCode CleanupCode Refactoring
Peter Jung
PROFILE
Peter Jung
Peter Jung developed and maintained the gnosis/prediction-market-agent-tooling repository over 13 months, delivering 68 features and 17 bug fixes focused on prediction market automation and data integrity. He engineered robust backend systems using Python and Solidity, implementing persistent SQL-based caching, automated trading workflows, and secure smart contract interactions. Peter enhanced market analytics by integrating Seer and Swapr data, introduced advanced betting strategies with machine learning optimization, and improved observability through structured logging and error handling. His work emphasized reliability, scalability, and maintainability, with careful attention to database management, API integration, and extensible architecture for decentralized finance applications.
Overall Statistics
Feature vs Bugs
80%Features
Repository Contributions
136Total
Bugs
17
Commits
136
Features
68
Lines of code
27,669
Activity Months13
Your Network
2 peopleShared Repositories
2
Work History
November 2025
1 Commits • 1 Features
Nov 1, 2025November 2025 monthly summary focused on the gnosis/prediction-market-agent-tooling repo. Delivered a block-identifier based historical data retrieval capability, including internal architecture improvements and model updates, with a targeted test for parallel database cache execution. These changes enhance data traceability, caching robustness, and extendibility of the data processing pipeline.
1 Commits • 1 Features
Nov 1, 2025November 2025 monthly summary focused on the gnosis/prediction-market-agent-tooling repo. Delivered a block-identifier based historical data retrieval capability, including internal architecture improvements and model updates, with a targeted test for parallel database cache execution. These changes enhance data traceability, caching robustness, and extendibility of the data processing pipeline.
November 2025
October 2025
4 Commits • 2 Features
Oct 1, 2025October 2025 focused on strengthening contract interaction reliability and developer usability in gnosis/prediction-market-agent-tooling. Key work included: (1) EIP-1967 proxy support and Zeppelinos proxy resolution with an implementation-address retrieval function, plus comprehensive tests and a version bump; (2) token name and decimals retrieval functions to enhance contract interaction capabilities, with a version bump; (3) fix for HexBytes caching to ensure safe serialization/deserialization and prevent data corruption, with a version bump. All items included tests to validate behavior and improve error handling.
October 2025
4 Commits • 2 Features
Oct 1, 2025October 2025 focused on strengthening contract interaction reliability and developer usability in gnosis/prediction-market-agent-tooling. Key work included: (1) EIP-1967 proxy support and Zeppelinos proxy resolution with an implementation-address retrieval function, plus comprehensive tests and a version bump; (2) token name and decimals retrieval functions to enhance contract interaction capabilities, with a version bump; (3) fix for HexBytes caching to ensure safe serialization/deserialization and prevent data corruption, with a version bump. All items included tests to validate behavior and improve error handling.
September 2025
4 Commits • 3 Features
Sep 1, 2025September 2025 (2025-09) focused on delivering robust contract interaction tooling, accurate price estimation, and streamlined API access to strengthen the platform's reliability and business value. The work consolidated contract interaction utilities into a universal proxy-detection function, enabling validation of proxy implementations and compatibility checks for ERC20/NFT, with improvements to Streamlit/asyncio and Langfuse integration utilities. Price estimation in Seer market was enhanced by adopting the Swapr Quoter for more accurate quotes, backed by new data models and contract interactions. A new API endpoint get_order_by_uid was added, with an async implementation, updated Pydantic models, and integration tests to verify retrieval of orders by UID. This period also included internal tooling modernization by promoting components from PMA to PMAT to improve maintainability and reuse across the team.
4 Commits • 3 Features
Sep 1, 2025September 2025 (2025-09) focused on delivering robust contract interaction tooling, accurate price estimation, and streamlined API access to strengthen the platform's reliability and business value. The work consolidated contract interaction utilities into a universal proxy-detection function, enabling validation of proxy implementations and compatibility checks for ERC20/NFT, with improvements to Streamlit/asyncio and Langfuse integration utilities. Price estimation in Seer market was enhanced by adopting the Swapr Quoter for more accurate quotes, backed by new data models and contract interactions. A new API endpoint get_order_by_uid was added, with an async implementation, updated Pydantic models, and integration tests to verify retrieval of orders by UID. This period also included internal tooling modernization by promoting components from PMA to PMAT to improve maintainability and reuse across the team.
September 2025
August 2025
18 Commits • 8 Features
Aug 1, 20252025-08 Monthly Summary for gnosis/prediction-market-agent-tooling focused on delivering business value through data integration, strategy enhancements, observability, and reliability improvements across Seer/Swapr data, betting logic, and market tooling. The team prioritized end-to-end data quality, performance, and scalable analytics to support researchers, traders, and downstream services.
August 2025
18 Commits • 8 Features
Aug 1, 20252025-08 Monthly Summary for gnosis/prediction-market-agent-tooling focused on delivering business value through data integration, strategy enhancements, observability, and reliability improvements across Seer/Swapr data, betting logic, and market tooling. The team prioritized end-to-end data quality, performance, and scalable analytics to support researchers, traders, and downstream services.
July 2025
16 Commits • 6 Features
Jul 1, 2025July 2025 monthly summary for gnosis/prediction-market-agent-tooling: Delivered a suite of features to improve risk controls, pricing accuracy, and trading robustness; strengthened observability and testing so teams ship with confidence; and cleaned up the codebase for maintainability and future scalability. Key outcomes include enabling customizable profit-taking with BettingStrategy, a unified PriceManager for Seer pricing, a safe handling of missing price data in swap pools, and enhanced slippage and error handling across markets.
16 Commits • 6 Features
Jul 1, 2025July 2025 monthly summary for gnosis/prediction-market-agent-tooling: Delivered a suite of features to improve risk controls, pricing accuracy, and trading robustness; strengthened observability and testing so teams ship with confidence; and cleaned up the codebase for maintainability and future scalability. Key outcomes include enabling customizable profit-taking with BettingStrategy, a unified PriceManager for Seer pricing, a safe handling of missing price data in swap pools, and enhanced slippage and error handling across markets.
July 2025
June 2025
10 Commits • 4 Features
Jun 1, 2025June 2025 monthly summary for gnosis/prediction-market-agent-tooling focusing on reliability, safety, and ecosystem improvements. Delivered key market-resilience enhancements, stability improvements for logging, safe collateral integration, improved outcome mapping and trade integrity, and betting strategy safeguards. Release readiness maintained via version bump to reflect ongoing maintenance.
June 2025
10 Commits • 4 Features
Jun 1, 2025June 2025 monthly summary for gnosis/prediction-market-agent-tooling focusing on reliability, safety, and ecosystem improvements. Delivered key market-resilience enhancements, stability improvements for logging, safe collateral integration, improved outcome mapping and trade integrity, and betting strategy safeguards. Release readiness maintained via version bump to reflect ongoing maintenance.
May 2025
12 Commits • 5 Features
May 1, 2025May 2025 delivered end-to-end redemption tracking, observability enhancements, multi-network RPC capabilities, and market analytics improvements for the prediction-market tooling. The work strengthened payout accuracy, debugging efficiency, and cross-network operability while upgrading dependencies for security and stability, directly supporting scalable business operations and richer market insights.
12 Commits • 5 Features
May 1, 2025May 2025 delivered end-to-end redemption tracking, observability enhancements, multi-network RPC capabilities, and market analytics improvements for the prediction-market tooling. The work strengthened payout accuracy, debugging efficiency, and cross-network operability while upgrading dependencies for security and stability, directly supporting scalable business operations and richer market insights.
May 2025
April 2025
11 Commits • 3 Features
Apr 1, 2025April 2025 monthly summary for gnosis/prediction-market-agent-tooling. Delivered a set of robust features and comprehensive bug fixes that improve market integrity, expand collateral support, and streamline secure settlement workflows. The work focused on strengthening data validation, access patterns via hashable custom types, and enabling Safe integration for pre-signature orders, delivering measurable business value and a stronger platform for user growth.
April 2025
11 Commits • 3 Features
Apr 1, 2025April 2025 monthly summary for gnosis/prediction-market-agent-tooling. Delivered a set of robust features and comprehensive bug fixes that improve market integrity, expand collateral support, and streamline secure settlement workflows. The work focused on strengthening data validation, access patterns via hashable custom types, and enabling Safe integration for pre-signature orders, delivering measurable business value and a stronger platform for user growth.
March 2025
9 Commits • 6 Features
Mar 1, 2025March 2025 monthly summary for gnosis/prediction-market-agent-tooling: delivered high-value features, reliability fixes, and security improvements that enhance trading robustness, interoperability, and developer experience. Key outcomes include improved execution controls, cryptographic key handling, and broader collateral support, plus updated secret management and agent capabilities.
9 Commits • 6 Features
Mar 1, 2025March 2025 monthly summary for gnosis/prediction-market-agent-tooling: delivered high-value features, reliability fixes, and security improvements that enhance trading robustness, interoperability, and developer experience. Key outcomes include improved execution controls, cryptographic key handling, and broader collateral support, plus updated secret management and agent capabilities.
March 2025
February 2025
30 Commits • 16 Features
Feb 1, 2025February 2025 monthly summary for gnosis/prediction-market-agent-tooling: Implemented robust CI tooling, expanded automation, and a broad set of stability improvements that enhance reliability, security, and scalability of the agent tooling. Key features and enhancements include pre-commit hooks and a pre-commit GitHub Action, automated secret management with GCP Secrets (with caching), and user-facing capabilities for automated trading workflows. Major reliability work covered post order execution via cow-py, auto deposit/withdraw using cowpy, and adjusted dependency and configuration constraints (e.g., protobuf bump, relaxed httpx constraints for pydantic-ai). Refactors to improve code structure and safety were complemented by improved logging and error handling for observability. In parallel, several cleanup and hardening tasks were completed to reduce risk and surface area in production.
February 2025
30 Commits • 16 Features
Feb 1, 2025February 2025 monthly summary for gnosis/prediction-market-agent-tooling: Implemented robust CI tooling, expanded automation, and a broad set of stability improvements that enhance reliability, security, and scalability of the agent tooling. Key features and enhancements include pre-commit hooks and a pre-commit GitHub Action, automated secret management with GCP Secrets (with caching), and user-facing capabilities for automated trading workflows. Major reliability work covered post order execution via cow-py, auto deposit/withdraw using cowpy, and adjusted dependency and configuration constraints (e.g., protobuf bump, relaxed httpx constraints for pydantic-ai). Refactors to improve code structure and safety were complemented by improved logging and error handling for observability. In parallel, several cleanup and hardening tasks were completed to reduce risk and surface area in production.
January 2025
7 Commits • 4 Features
Jan 1, 2025January 2025 performance summary for gnosis/prediction-market-agent-tooling. Delivered robust agent communication enhancements, extended sDAI balance tracking, documentation infrastructure, and stability improvements, while updating dependencies and compatibility to align with long-term roadmap. The month emphasized reliability, observability, and business-value oriented improvements across on-chain agent interactions, balance accounting, and developer experience.
7 Commits • 4 Features
Jan 1, 2025January 2025 performance summary for gnosis/prediction-market-agent-tooling. Delivered robust agent communication enhancements, extended sDAI balance tracking, documentation infrastructure, and stability improvements, while updating dependencies and compatibility to align with long-term roadmap. The month emphasized reliability, observability, and business-value oriented improvements across on-chain agent interactions, balance accounting, and developer experience.
January 2025
December 2024
4 Commits • 2 Features
Dec 1, 2024December 2024: Delivered data-enabled xDai transactions, stabilized DB access, and established an Ownable ERC721 foundation for the Gnosis Chain, translating into improved transactional capabilities, reliability, and extensible ownership semantics for the ecosystem.
December 2024
4 Commits • 2 Features
Dec 1, 2024December 2024: Delivered data-enabled xDai transactions, stabilized DB access, and established an Ownable ERC721 foundation for the Gnosis Chain, translating into improved transactional capabilities, reliability, and extensible ownership semantics for the ecosystem.
November 2024
10 Commits • 8 Features
Nov 1, 2024November 2024 focused on hardening core flows, reducing risk, and enabling scalable experimentation for the prediction-market tooling. Key technical shifts centered on persistent data caching, safer financial operations, and more maintainable deployment and testing pipelines, delivering measurable business value through reliability, cost efficiency, and faster iteration cycles. Key outcomes: - Persistence and performance: Replaced in-memory caching with a SQL-based cache for the prediction market agent tooling, including a decorator-based cache layer, initialization of the DB cache engine, and a reduction in concurrent DB connections. This improved reliability under load and reduced resource usage. - Financial risk controls: Introduced OutOfFundsError to centralize insufficient funds handling during withdrawals, reducing failure modes and enabling clearer recovery paths. - Deployment and tooling enhancements: Refactored agent deployment logic to remove dead code, added AgentTagEnum, and switched deploy_local to use run_time for clearer control, simplifying maintenance and reducing deployment errors. - Cost-aware AI usage and code clarity: Refactored to use GPT-4o for cheaper LLM calls, unified store_prediction naming to store_predictions, and updated tests to reflect the new conventions. - Safe transaction reliability: Improved Ethereum client initialization to use a local Web3 provider endpoint and incorporated EOA nonce into Safe transactions, increasing robustness of on-chain operations. - Data modeling and usability: Added CreatedMarket URL property and refactored URL construction into a reusable function, improving data integrity and downstream integrations. - Automated experimentation: Introduced Optuna and KFold for hyperparameter optimization to discover better betting strategies and streamline experimentation. - Data filtering improvements: Omen subgraph handler now filters by arbitration status with optional timestamps for more precise data retrieval.
10 Commits • 8 Features
Nov 1, 2024November 2024 focused on hardening core flows, reducing risk, and enabling scalable experimentation for the prediction-market tooling. Key technical shifts centered on persistent data caching, safer financial operations, and more maintainable deployment and testing pipelines, delivering measurable business value through reliability, cost efficiency, and faster iteration cycles. Key outcomes: - Persistence and performance: Replaced in-memory caching with a SQL-based cache for the prediction market agent tooling, including a decorator-based cache layer, initialization of the DB cache engine, and a reduction in concurrent DB connections. This improved reliability under load and reduced resource usage. - Financial risk controls: Introduced OutOfFundsError to centralize insufficient funds handling during withdrawals, reducing failure modes and enabling clearer recovery paths. - Deployment and tooling enhancements: Refactored agent deployment logic to remove dead code, added AgentTagEnum, and switched deploy_local to use run_time for clearer control, simplifying maintenance and reducing deployment errors. - Cost-aware AI usage and code clarity: Refactored to use GPT-4o for cheaper LLM calls, unified store_prediction naming to store_predictions, and updated tests to reflect the new conventions. - Safe transaction reliability: Improved Ethereum client initialization to use a local Web3 provider endpoint and incorporated EOA nonce into Safe transactions, increasing robustness of on-chain operations. - Data modeling and usability: Added CreatedMarket URL property and refactored URL construction into a reusable function, improving data integrity and downstream integrations. - Automated experimentation: Introduced Optuna and KFold for hyperparameter optimization to discover better betting strategies and streamline experimentation. - Data filtering improvements: Omen subgraph handler now filters by arbitration status with optional timestamps for more precise data retrieval.
November 2024
Activity
Loading activity data...
Quality Metrics
Correctness86.2%
Maintainability85.8%
Architecture82.0%
Performance75.8%
AI Usage21.4%
Skills & Technologies
Programming Languages
HTMLPythonSQLSolidityTOMLTypeScriptYAMLbashpythontoml
Technical Skills
API DevelopmentAPI IntegrationAddress ValidationAgent DevelopmentAlgorithmic TradingAsynchronous ProgrammingBack-end DevelopmentBackend DevelopmentBacktestingBlockchain DevelopmentCI/CDCachingCloudCloud ComputingCode Cleanup
Repositories Contributed To
Overview of all repositories you've contributed to across your timeline