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Project History

This document provides a chronological overview of the key development milestones, tasks, and significant refactors in this project.

Commit History

550e45a - 2025-06-01 - Docs: Update STRUCTURE.md to reflect latest project changes

Changes:

  • Modified ocs/STRUCTURE.md

2d6b2cf - 2025-06-01 - Refactor: Restructure prompt files and update dependencies. Moved prompt files to conf/tests/prompts/ and added requests and pytest to pyproject.toml.

Changes:

  • Modified gitignore
  • Modified onf/example_user_prompts/problem1.txt
  • Modified onf/example_user_prompts/problem2.txt
  • Modified onf/problem_1.txt
  • Modified onf/problem_10.txt
  • Modified onf/problem_2.txt
  • Modified onf/problem_3.txt
  • Modified onf/problem_4.txt
  • Modified onf/problem_5.txt
  • Modified onf/problem_6.txt
  • Modified onf/problem_7.txt
  • Modified onf/problem_8.txt
  • Modified onf/problem_9.txt
  • Modified ard_reasoning_problems/problem_1.txt
  • Modified ard_reasoning_problems/problem_10.txt
  • Modified ard_reasoning_problems/problem_10_solution.txt
  • Modified ard_reasoning_problems/problem_1_solution.txt
  • Modified ard_reasoning_problems/problem_2.txt
  • Modified ard_reasoning_problems/problem_2_solution.txt
  • Modified ard_reasoning_problems/problem_3.txt
  • Modified ard_reasoning_problems/problem_3_solution.txt
  • Modified ard_reasoning_problems/problem_4.txt
  • Modified ard_reasoning_problems/problem_4_solution.txt
  • Modified ard_reasoning_problems/problem_5.txt
  • Modified ard_reasoning_problems/problem_5_solution.txt
  • Modified ard_reasoning_problems/problem_6.txt
  • Modified ard_reasoning_problems/problem_6_solution.txt
  • Modified ard_reasoning_problems/problem_7.txt
  • Modified ard_reasoning_problems/problem_7_solution.txt
  • Modified ard_reasoning_problems/problem_8.txt
  • Modified ard_reasoning_problems/problem_8_solution.txt
  • Modified ard_reasoning_problems/problem_9.txt
  • Modified ard_reasoning_problems/problem_9_solution.txt
  • Modified yproject.toml
  • Modified equirements.txt
  • Modified onf/tests/prompts/example_user_prompts/
  • Modified onf/tests/prompts/hard_reasoning_problems/

b06d6a2 - 2025-05-31 - Refactor: Integrate llm-accounting directly and remove dummy classes

Changes:

  • Modified src/llm_client.py
  • Modified tests/test_llm_accounting.py

adcf919 - 2025-05-31 - Refactor: Centralize LLM configuration with LLMConfig dataclass

This commit introduces a new LLMConfig dataclass to standardize and centralize the configuration parameters for Large Language Model (LLM) calls across the project.

Key changes include:

  • Moved llm_config.py content into llm_config/__init__.py to establish llm_config as a Python package.
  • Defined LLMConfig dataclass with common LLM parameters (temperature, top_p, max_tokens, etc.) and a to_payload_dict method for API integration.
  • Updated AoT and L2T orchestrators and processors to utilize LLMConfig objects for LLM calls and component initialization, replacing direct parameter passing (e.g., temperature).
  • Introduced L2TModelConfigs to group LLMConfig objects for different stages within the L2T process, enhancing clarity and maintainability.
  • Modified test files to reflect the new LLMConfig usage, ensuring consistency and proper testing of LLM parameter handling.

This refactoring improves code organization, reduces redundancy, and simplifies the management of LLM parameters throughout the application.

Changes:

  • Deleted src/llm_config.py
  • Modified src/llm_config/init.py
  • Modified tests/aot/test_orchestrator.py
  • Modified tests/l2t/test_l2t_orchestrator.py
  • Modified tests/l2t_processor/test_backtrack_logic.py
  • Modified tests/l2t_processor/test_initial_thought_generation_failure_llm_error.py
  • Modified tests/l2t_processor/test_initial_thought_generation_failure_parsing.py
  • Modified tests/l2t_processor/test_max_steps_reached.py
  • Modified tests/l2t_processor/test_successful_path_with_final_answer.py
  • Modified tests/test_llm_accounting.py
  • Added conftest.py

4c79b22 - 2025-05-29 - docs: Restructure changelog and update project documentation

Changes:

  • Modified CHANGELOG.md
  • Deleted docs/PROJECT_STRUCTURE.md
  • Added docs/STRUCTURE.md

98d4048 - 2025-05-29 - feat: Add CHANGELOG and update project structure documentation

Changes:

  • Added CHANGELOG.md
  • Deleted docs/PROJECT_STRUCTURE.md
  • Added docs/STRUCTURE.md

feaa760 - 2025-05-28 - feat: Implement L2T backtracking logic and refine processing flow

  • Add to_v_pres method in L2TGraph to enable re-exploration of parent nodes during backtracking.
  • Enhance NodeProcessor to handle BACKTRACK category by re-adding parent nodes to the unprocessed queue.
  • Refine L2TProcessor's termination conditions and add debug logging for better process visibility.
  • Add new test test_backtrack_logic.py to validate the backtracking functionality.

Changes:

  • Modified src/l2t/dataclasses.py
  • Modified src/l2t/processor.py
  • Modified src/l2t_processor_utils/node_processor.py
  • Added tests/l2t_processor/test_backtrack_logic.py

f2209ad - 2025-05-28 - Refactor: Restructure AoT and L2T modules into subpackages

This commit introduces a significant refactoring of the project's module structure. The Algorithm of Thoughts (AoT) and Learn to Think (L2T) related modules have been moved into dedicated subpackages (src/aot/ and src/l2t/ respectively) to improve code organization, maintainability, and clarity.

Key changes include:

  • Moved AoT and L2T core components (e.g., processors, orchestrators, dataclasses, enums, constants) into src/aot/ and src/l2t/ subdirectories.
  • Updated all import paths across the codebase to reflect the new module structure.
  • Modified src/cli_runner.py to support direct execution of AoT and L2T processes via new --processing-mode options (ot_direct, l2t_direct).
  • Updated README.md and docs/PROJECT_STRUCTURE.md to document the new module structure and CLI usage.
  • Adapted existing test files to align with the refactored module paths and updated processor instantiation patterns.

Changes:

  • Modified README.md
  • Added conftest.py
  • Modified docs/PROJECT_STRUCTURE.md
  • Added src/aot/init.py
  • Renamed src/aot_constants.py to src/aot/constants.py
  • Renamed src/aot_dataclasses.py to src/aot/dataclasses.py
  • Renamed src/aot_enums.py to src/aot/enums.py
  • Renamed src/aot_orchestrator.py to src/aot/orchestrator.py
  • Renamed src/aot_processor.py to src/aot/processor.py
  • Modified src/cli_runner.py
  • Modified src/complexity_assessor.py
  • Added src/l2t/init.py
  • Renamed src/l2t_constants.py to src/l2t/constants.py
  • Renamed src/l2t_dataclasses.py to src/l2t/dataclasses.py
  • Renamed src/l2t_enums.py to src/l2t/enums.py
  • Renamed src/l2t_orchestrator.py to src/l2t/orchestrator.py
  • Renamed src/l2t_processor.py to src/l2t/processor.py
  • Renamed src/l2t_prompt_generator.py to src/l2t/prompt_generator.py
  • Renamed src/l2t_response_parser.py to src/l2t/response_parser.py
  • Modified src/l2t_orchestrator_utils/oneshot_executor.py
  • Modified src/l2t_orchestrator_utils/summary_generator.py
  • Modified src/l2t_processor_utils/node_processor.py
  • Modified src/llm_client.py
  • Modified src/prompt_generator.py
  • Modified src/response_parser.py
  • Renamed tests/test_aot_orchestrator.py to tests/aot/test_orchestrator.py
  • Renamed tests/test_l2t_orchestrator.py to tests/l2t/test_l2t_orchestrator.py
  • Renamed tests/test_l2t_processor.py to tests/l2t/test_processor.py
  • Renamed tests/test_l2t_prompt_generator.py to tests/l2t/test_prompt_generator.py
  • Renamed tests/test_l2t_response_parser.py to tests/l2t/test_response_parser.py
  • Modified tests/l2t_processor/test_initial_thought_generation_failure_llm_error.py
  • Modified tests/l2t_processor/test_initial_thought_generation_failure_parsing.py
  • Modified tests/l2t_processor/test_max_steps_reached.py
  • Modified tests/l2t_processor/test_successful_path_with_final_answer.py
  • Added tests/test_l2t_result_mutability.py
  • Modified tests/test_llm_accounting.py

65308a0 - 2025-05-28 - feat: Update AOT and L2T modules, add project structure documentation

Changes:

  • Modified README.md
  • Modified conf/prompts/assessment_system_prompt.txt
  • Modified conf/prompts/assessment_user_prompt.txt
  • Added docs/PROJECT_STRUCTURE.md
  • Modified src/aot_dataclasses.py
  • Modified src/aot_enums.py
  • Modified src/aot_orchestrator.py
  • Modified src/complexity_assessor.py
  • Modified src/l2t_orchestrator.py
  • Modified src/l2t_orchestrator_utils/summary_generator.py
  • Modified tests/test_aot_orchestrator.py
  • Modified tests/test_l2t_orchestrator.py

07d68f4 - 2025-05-28 - Refactor: Improve modularity of reasoning processes

I've introduced a common ReasoningProcess interface to abstract different Chain-of-Thought (CoT) process variants.

Key changes:

  • Defined src/reasoning_process.py with an abstract ReasoningProcess base class, requiring execute and get_result methods.
  • Refactored AoTOrchestrator into AoTProcess (in src/aot_orchestrator.py) which implements ReasoningProcess. InteractiveAoTOrchestrator now uses AoTProcess.
  • Refactored L2TOrchestrator into L2TProcess (in src/l2t_orchestrator.py) which implements ReasoningProcess. L2TOrchestrator now uses L2TProcess.
  • Updated cli_runner.py to support direct instantiation and execution of AoTProcess and L2TProcess via new --processing-mode options (aot_direct, l2t_direct). Existing orchestrator-based modes continue to function, now leveraging the new process classes internally.
  • I updated all relevant tests in tests/test_aot_orchestrator.py and tests/test_l2t_orchestrator.py to reflect these architectural changes. This included adjusting mocks, verifying calls to the new process methods, and fixing issues uncovered during testing.
  • I fixed several minor bugs in the orchestrators and supporting utility classes that were identified during test execution.

This new architecture allows for easier introduction of new reasoning processes in a clean, modular, and extensible way, with strong encapsulation of implementation details. All existing tests have been updated and are passing.

Changes:

  • Modified src/aot_orchestrator.py
  • Modified src/cli_runner.py
  • Modified src/l2t_orchestrator.py
  • Modified src/l2t_orchestrator_utils/summary_generator.py
  • Added src/reasoning_process.py
  • Modified tests/test_aot_orchestrator.py
  • Modified tests/test_l2t_orchestrator.py

ba88776 - 2025-05-28 - feat: Integrate LLM accounting and refactor L2T process for modularity

This commit introduces significant architectural improvements to the Learn-to-Think (L2T) process, focusing on enhanced modularity, better LLM accounting, and improved prompt engineering.

Key changes include:

  • LLM Accounting: Integrated rate limiting and audit logging capabilities into LLMClient, with configurable options exposed via CLI arguments and orchestrator parameters. This provides better control and visibility over LLM usage.
  • L2T Modularity: Refactored core L2T logic into dedicated utility modules (oneshot_executor, summary_generator, node_processor). This simplifies L2TOrchestrator and L2TProcessor, making the codebase more maintainable and extensible.
  • Prompt Budgeting: Added support for passing "remaining steps" hints to LLMs via prompt templates, enabling more efficient reasoning within a defined budget.
  • Test Refactoring: Split the monolithic test_l2t_processor.py into smaller, scenario-specific test files for improved test suite organization and maintainability.

Changes:

  • Modified conf/prompts/l2t_node_classification.txt
  • Modified conf/prompts/l2t_thought_generation.txt
  • Added data/audit_log.sqlite
  • Modified src/aot_orchestrator.py
  • Modified src/cli_runner.py
  • Modified src/l2t_dataclasses.py
  • Modified src/l2t_orchestrator.py
  • Added src/l2t_orchestrator_utils/init.py
  • Added src/l2t_orchestrator_utils/oneshot_executor.py
  • Added src/l2t_orchestrator_utils/summary_generator.py
  • Modified src/l2t_processor.py
  • Added src/l2t_processor_utils/init.py
  • Added src/l2t_processor_utils/node_processor.py
  • Modified src/l2t_prompt_generator.py
  • Modified src/llm_client.py
  • Added tests/l2t_processor/test_initial_thought_generation_failure_llm_error.py
  • Added tests/l2t_processor/test_initial_thought_generation_failure_parsing.py
  • Added tests/l2t_processor/test_max_steps_reached.py
  • Added tests/l2t_processor/test_successful_path_with_final_answer.py
  • Modified tests/test_l2t_orchestrator.py
  • Modified tests/test_l2t_processor.py
  • Modified tests/test_llm_accounting.py

60adfcc - 2025-05-28 - feat: Update llm-accounting package and integrate audit logging

  • Updated llm-accounting to the latest version.
  • Integrated AuditLogger in LLMClient for logging prompts and responses.
  • Fixed tests in test_llm_accounting.py to align with new AuditLogger API.
  • Added data/audit_log.sqlite to .gitignore.

Changes:

  • Modified .gitignore
  • Deleted data/audit_log.sqlite
  • Modified src/llm_client.py
  • Modified tests/test_llm_accounting.py

2c85999 - 2025-05-27 - Make heiristic based detection more modular and robust. Create a separate set of prompts for testing of the heuristic detector.

Changes:

  • Added conf/tests/prompts/heuristic/complex/prompt_01.txt
  • Added conf/tests/prompts/heuristic/complex/prompt_02.txt
  • Added conf/tests/prompts/heuristic/complex/prompt_03.txt
  • Added conf/tests/prompts/heuristic/complex/prompt_04.txt
  • Added conf/tests/prompts/heuristic/complex/prompt_05.txt
  • Added conf/tests/prompts/heuristic/complex/prompt_06.txt
  • Added conf/tests/prompts/heuristic/complex/prompt_07.txt
  • Added conf/tests/prompts/heuristic/complex/prompt_08.txt
  • Added conf/tests/prompts/heuristic/complex/prompt_09.txt
  • Added conf/tests/prompts/heuristic/complex/prompt_10.txt
  • Added conf/tests/prompts/heuristic/complex/prompt_11.txt
  • Added conf/tests/prompts/heuristic/complex/prompt_12.txt
  • Added conf/tests/prompts/heuristic/complex/prompt_13.txt
  • Added conf/tests/prompts/heuristic/complex/prompt_14.txt
  • Added conf/tests/prompts/heuristic/complex/prompt_15.txt
  • Added conf/tests/prompts/heuristic/complex/prompt_16.txt
  • Added conf/tests/prompts/heuristic/complex/prompt_17.txt
  • Added conf/tests/prompts/heuristic/complex/prompt_18.txt
  • Added conf/tests/prompts/heuristic/complex/prompt_19.txt
  • Added conf/tests/prompts/heuristic/complex/prompt_20.txt
  • Added conf/tests/prompts/heuristic/oneshot/prompt_01.txt
  • Added conf/tests/prompts/heuristic/oneshot/prompt_02.txt
  • Added conf/tests/prompts/heuristic/oneshot/prompt_03.txt
  • Added conf/tests/prompts/heuristic/oneshot/prompt_04.txt
  • Added conf/tests/prompts/heuristic/oneshot/prompt_05.txt
  • Added conf/tests/prompts/heuristic/oneshot/prompt_06.txt
  • Added conf/tests/prompts/heuristic/oneshot/prompt_07.txt
  • Added conf/tests/prompts/heuristic/oneshot/prompt_08.txt
  • Added conf/tests/prompts/heuristic/oneshot/prompt_09.txt
  • Added conf/tests/prompts/heuristic/oneshot/prompt_10.txt
  • Added conf/tests/prompts/heuristic/oneshot/prompt_11.txt
  • Added conf/tests/prompts/heuristic/oneshot/prompt_12.txt
  • Added conf/tests/prompts/heuristic/oneshot/prompt_13.txt
  • Added conf/tests/prompts/heuristic/oneshot/prompt_14.txt
  • Added conf/tests/prompts/heuristic/oneshot/prompt_15.txt
  • Added conf/tests/prompts/heuristic/oneshot/prompt_16.txt
  • Added conf/tests/prompts/heuristic/oneshot/prompt_17.txt
  • Added conf/tests/prompts/heuristic/oneshot/prompt_18.txt
  • Added conf/tests/prompts/heuristic/oneshot/prompt_19.txt
  • Added conf/tests/prompts/heuristic/oneshot/prompt_20.txt
  • Modified src/aot_orchestrator.py
  • Modified src/complexity_assessor.py
  • Modified src/heuristic_detector.py
  • Added src/heuristic_detector/init.py
  • Added src/heuristic_detector/complex_conditional_keywords.py
  • Added src/heuristic_detector/creative_writing_complex.py
  • Added src/heuristic_detector/data_algo_tasks.py
  • Added src/heuristic_detector/design_architecture_keywords.py
  • Added src/heuristic_detector/explicit_decomposition_keywords.py
  • Added src/heuristic_detector/in_depth_explanation_phrases.py
  • Added src/heuristic_detector/main_detector.py
  • Added src/heuristic_detector/math_logic_proof_keywords.py
  • Added src/heuristic_detector/multi_part_complex.py
  • Added src/heuristic_detector/patterns.py
  • Added src/heuristic_detector/problem_solving_keywords.py
  • Added src/heuristic_detector/simulation_modeling_keywords.py
  • Added src/heuristic_detector/specific_complex_coding_keywords.py
  • Modified src/l2t_orchestrator.py
  • Added test_regex.py
  • Added tests/test_aot_orchestrator.py
  • Added tests/test_heuristic_detector.py
  • Modified tests/test_l2t_orchestrator.py

2f9e6f9 - 2025-05-27 - feat: Implement L2T heuristic bypass and refactor heuristic detector

  • Introduced L2TTriggerMode enum for L2T orchestration control.
  • Added L2TSolution dataclass for comprehensive L2T orchestration results.
  • Refactored heuristic detection logic into a new HeuristicDetector class in src/heuristic_detector.py.
  • Updated ComplexityAssessor to use the new HeuristicDetector.
  • Modified L2TOrchestrator to incorporate assessment and heuristic bypass, allowing for conditional one-shot or L2T process execution.
  • Ensured both AoT and L2T processes now share the same heuristic detection function via ComplexityAssessor.
  • Updated test_l2t_orchestrator.py to reflect new L2TOrchestrator signature and behavior, and fixed related test assertions.

Changes:

  • Modified src/complexity_assessor.py
  • Added src/heuristic_detector.py
  • Modified src/l2t_dataclasses.py
  • Added src/l2t_enums.py
  • Modified src/l2t_orchestrator.py
  • Modified tests/test_l2t_orchestrator.py

f524d7b - 2025-05-27 - Fix linter errors in tests

Changes:

  • Modified tests/test_l2t_orchestrator.py
  • Modified tests/test_l2t_processor.py

f042ae8 - 2025-05-27 - Committing changes as requested

Changes:

  • Modified requirements.txt
  • Modified src/cli_runner.py
  • Modified src/l2t_dataclasses.py
  • Modified src/l2t_orchestrator.py
  • Modified src/l2t_processor.py
  • Modified tests/test_l2t_orchestrator.py
  • Modified tests/test_l2t_processor.py
  • Modified tests/test_l2t_prompt_generator.py
  • Modified tests/test_llm_accounting.py

50dd3be - 2025-05-27 - I've implemented a new reasoning process to help you with your code. This new process is based on the Learn-to-Think (L2T) paper, but for now, I've focused on the core graph-based reasoning flow.

Here's a summary of the changes I made:

  • I introduced new data structures for this process, which you can find in src/l2t_dataclasses.py, along with some constants in src/l2t_constants.py.
  • I've set up prompt generation for the different stages of this new process. You can see the generator in src/l2t_prompt_generator.py and the templates in conf/prompts/l2t_*.txt.
  • I've also implemented response parsing in src/l2t_response_parser.py to handle the outputs for each stage.
  • The core logic for executing this new process step-by-step is managed by a new component in src/l2t_processor.py. This includes constructing a graph, classifying nodes, and generating new thoughts.
  • To set up and run this new process, I've developed an orchestrator in src/l2t_orchestrator.py.
  • I've updated cli_runner.py so you can use this new 'l2t' processing mode. There are also new command-line arguments for configuring it.
  • I've added some basic unit tests for these new components in tests/test_l2t_*.py to verify the core logic.

This means you can now run this new reasoning process as an alternative to the existing method by using a command-line flag.

Changes:

  • Added conf/prompts/l2t_initial.txt
  • Added conf/prompts/l2t_node_classification.txt
  • Added conf/prompts/l2t_thought_generation.txt
  • Modified src/cli_runner.py
  • Added src/l2t_constants.py
  • Added src/l2t_dataclasses.py
  • Added src/l2t_orchestrator.py
  • Added src/l2t_processor.py
  • Added src/l2t_prompt_generator.py
  • Added src/l2t_response_parser.py
  • Added tests/init.py
  • Added tests/test_l2t_orchestrator.py
  • Added tests/test_l2t_processor.py
  • Added tests/test_l2t_prompt_generator.py
  • Added tests/test_l2t_response_parser.py

28d0159 - 2025-05-27 - Update docs

Changes:

  • Added docs/l2t_paper.md

ae9c1eb - 2025-05-27 - Remove stale docs

Changes:

  • Deleted docs/l2t_paper.pdf
  • Deleted docs/paper_text.txt

b9631e8 - 2025-05-26 - Update docs

Changes:

  • Added docs/paper_text.txt

de14f0c - 2025-05-26 - Upload paper

Changes:

  • Added docs/l2t_paper.pdf

ea83151 - 2025-05-26 - Fix README.md

Changes:

  • Modified README.md

636d12f - 2025-05-26 - Update README.md

Changes:

  • Modified README.md

ba4702b - 2025-05-26 - Update README.md

Changes:

  • Modified README.md

43c02d3 - 2025-05-26 - Update README.md

Changes:

  • Modified README.md

cc34e32 - 2025-05-26 - Fix README.md

Changes:

  • Modified README.md

9c117e0 - 2025-05-26 - Fix readme

Changes:

  • Modified README.md

598af0d - 2025-05-26 - Fix readme

Changes:

  • Modified README.md

028402c - 2025-05-26 - Merge branch 'llm-accounting-integration'

Changes:

  • No explicit file changes listed, likely a merge commit.

ba67cf5 - 2025-05-26 - Committing local changes before merge

Changes:

  • Modified .gitignore
  • Modified README.md
  • Modified requirements.txt
  • Modified setup.py
  • Modified src/llm_client.py
  • Added tests/test_llm_accounting.py

b86568e - 2025-05-26 - Fix usage of llm-accounting

Changes:

  • Modified .gitignore
  • Modified requirements.txt
  • Modified src/llm_client.py

d89af4c - 2025-05-26 - Integrate llm-accounting for LLM call auditing

This commit integrates the llm-accounting library to track and log all outgoing requests to remote LLMs.

Key changes:

  • Added llm-accounting to project dependencies.
  • Initialized llm-accounting in the LLMClient using the default SQLite backend (llm_accounting.db).
  • Wrapped LLM API calls in LLMClient.call to log request and response details, including model name, prompt, tokens, duration, and cost.
  • Implemented a comprehensive test suite in tests/test_llm_accounting.py to verify the logging functionality, covering successful calls, API errors, network errors, and model failover scenarios.
  • Updated README.md to document the new LLM call auditing feature.

This integration provides a persistent audit trail of LLM interactions, which is valuable for cost tracking, debugging, monitoring usage patterns, and performance analysis.

Changes:

  • Modified README.md
  • Modified requirements.txt
  • Modified setup.py
  • Modified src/llm_client.py
  • Added tests/test_llm_accounting.py

75a9304 - 2025-05-26 - Fix README.md

Changes:

  • Modified README.md

1df405c - 2025-05-26 - Init

Changes:

  • Added .gitignore
  • Added LICENSE
  • Added README.md
  • Added conf/example_user_prompts/problem1.txt
  • Added conf/example_user_prompts/problem2.txt
  • Added conf/prompts/aot_final_answer.txt
  • Added conf/prompts/aot_intro.txt
  • Added conf/prompts/assessment_system_prompt.txt
  • Added conf/prompts/assessment_user_prompt.txt
  • Added pyproject.toml
  • Added requirements.txt
  • Added setup.py
  • Added src/init.py
  • Added src/aot_constants.py
  • Added src/aot_dataclasses.py
  • Added src/aot_enums.py
  • Added src/aot_orchestrator.py
  • Added src/aot_processor.py
  • Added src/cli_runner.py
  • Added src/complexity_assessor.py
  • Added src/llm_client.py
  • Added src/prompt_generator.py
  • Added src/response_parser.py