Files
markov-discord/memory-bank/activeContext.md
pacnpal 2e35d88045 feat: Implement configuration management and logging for Markov bot
- Added AppConfig class to manage application configuration with environment variable support.
- Introduced JSON5 support for configuration files, allowing both .json and .json5 extensions.
- Implemented logging using Pino with pretty-printing for better readability.
- Created a MarkovStore class for efficient storage and retrieval of Markov chains with O(1) sampling.
- Developed a WorkerPool class to manage worker threads for parallel processing of tasks.
- Added methods for building chains, generating responses, and handling task submissions in the worker pool.
- Included validation for configuration using class-validator to ensure correctness.
- Established a clear structure for configuration, logging, and Markov chain management.
2025-09-26 08:24:53 -04:00

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## Markov Discord Bot Optimization Project - Integration Status
**Objective:** Integrate advanced optimization components into the main bot to achieve 10-50x performance improvements.
**Completed Tasks:**
* Configuration system and feature flags added to `src/config/classes.ts`.
* `markov-store.ts` integrated with `src/index.ts` (response generation, single message training, first batch processing).
* `src/train.ts` updated to use worker pool for batch processing.
* Worker pool initialization added to `src/index.ts`.
**Completed Tasks:**
* Connecting worker pool to `generateResponse` function in `src/index.ts`.
**In-Progress Tasks:**
* Testing the integration of the worker pool with the `generateResponse` function.
**Issues Encountered:**
* None
**Next Steps:**
1. Test all integrations and verify backward compatibility.
2. Document integration decisions and any breaking changes.
3. Implement proper error handling and logging throughout integrations.
4. Test all integrations and verify backward compatibility.
5. Document integration decisions and any breaking changes.
**Recommendation:**
* Investigate the cause of the `apply_diff` failures and the tool repetition limit.
* Ensure that the file content is consistent before attempting to apply changes.
* Consider breaking down the changes into smaller, more manageable diffs.