graphify-out/GRAPH_REPORT.md

# Graph Report - C:\Users\astra\Desktop\hackon\ani\DebugZero  (2026-04-26)

## Corpus Check
- 17 files · ~91,715 words
- Verdict: corpus is large enough that graph structure adds value.

## Summary
- 157 nodes · 334 edges · 10 communities detected
- Extraction: 73% EXTRACTED · 27% INFERRED · 0% AMBIGUOUS · INFERRED: 91 edges (avg confidence: 0.69)
- Token cost: 0 input · 0 output

## Community Hubs (Navigation)
- [[_COMMUNITY_Community 0|Community 0]]
- [[_COMMUNITY_Community 1|Community 1]]
- [[_COMMUNITY_Community 2|Community 2]]
- [[_COMMUNITY_Community 3|Community 3]]
- [[_COMMUNITY_Community 4|Community 4]]
- [[_COMMUNITY_Community 5|Community 5]]
- [[_COMMUNITY_Community 6|Community 6]]
- [[_COMMUNITY_Community 7|Community 7]]
- [[_COMMUNITY_Community 8|Community 8]]
- [[_COMMUNITY_Community 9|Community 9]]

## God Nodes (most connected - your core abstractions)
1. `run_live_api_probe()` - 19 edges
2. `DebugzeroObservation` - 17 edges
3. `DebugzeroEnvironment` - 17 edges
4. `DebugzeroAction` - 15 edges
5. `DebugzeroState` - 14 edges
6. `main()` - 13 edges
7. `evaluate_proposer_fixed_set()` - 12 edges
8. `DebugzeroEnv` - 11 edges
9. `BugInjectorVisitor` - 11 edges
10. `infer_bug_operator()` - 10 edges

## Surprising Connections (you probably didn't know these)
- `build_bug_bank()` --calls--> `create_dataset()`  [INFERRED]
  C:\Users\astra\Desktop\hackon\ani\DebugZero\bug_bank.py → C:\Users\astra\Desktop\hackon\ani\DebugZero\training\grpo_train.py
- `_collect_verified_bugs()` --calls--> `inject_bug()`  [INFERRED]
  C:\Users\astra\Desktop\hackon\ani\DebugZero\bug_bank.py → C:\Users\astra\Desktop\hackon\ani\DebugZero\server\bug_injector.py
- `_bug_difficulty_score()` --calls--> `compute_ast_distance()`  [INFERRED]
  C:\Users\astra\Desktop\hackon\ani\DebugZero\bug_bank.py → C:\Users\astra\Desktop\hackon\ani\DebugZero\server\graders.py

- `DebugzeroEnv` --calls--> `make_env()`  [INFERRED]
  C:\Users\astra\Desktop\hackon\ani\DebugZero\client.py → C:\Users\astra\Desktop\hackon\ani\DebugZero\inference.py
- `DebugzeroEnv` --calls--> `make_env()`  [INFERRED]
  C:\Users\astra\Desktop\hackon\ani\DebugZero\client.py → C:\Users\astra\Desktop\hackon\ani\DebugZero\eval\api_baseline.py



## Communities



### Community 0 - "Community 0"

Cohesion: 0.12

Nodes (32): sample_proposer_prompt(), is_effectively_unchanged(), build_mixed_role_dataset(), build_tiny_local_model_and_tokenizer(), build_weighted_proposer_rows(), choose_proposer_bug_focus(), completion_to_text(), create_dataset() (+24 more)

### Community 1 - "Community 1"
Cohesion: 0.13
Nodes (21): Action, Entry point for direct execution via uv run or python -m.      This function e, DebugzeroEnv, Client for the DebugZero Environment.      This client maintains a persistent, Convert DebugzeroAction to JSON payload for step message.          Args:, Parse server response into StepResult[DebugzeroObservation].          Args:, Parse server response into State object.          Args:             payload:, Parse server response into State object.          Args:             payload: (+13 more)

### Community 2 - "Community 2"
Cohesion: 0.13
Nodes (12): BugInjectorVisitor, infer_bug_operator(), _infer_condition_negation(), _infer_loop_boundary_shift(), _infer_off_by_one(), _infer_slice_boundary_corruption(), _infer_wrong_builtin(), _infer_wrong_operator() (+4 more)



### Community 3 - "Community 3"

Cohesion: 0.16

Nodes (20): compute_ast_distance(), compute_proposer_reward(), compute_solver_reward(), get_solve_rate(), Computes the string similarity distance between the AST dumps of the original, record_solve_result(), reset_reward_history(), build_prompt() (+12 more)

### Community 4 - "Community 4"
Cohesion: 0.23
Nodes (12): _bug_difficulty_score(), BugBank, BugSample, build_bug_bank(), _collect_verified_bugs(), _count_nonempty_lines(), validate_seed(), execute_code() (+4 more)



### Community 5 - "Community 5"

Cohesion: 0.28

Nodes (12): build_prompt(), call_env_method(), compact_action_string(), extract_env_error(), extract_python_code(), get_model_code(), main(), make_env() (+4 more)



### Community 6 - "Community 6"

Cohesion: 0.24

Nodes (1): main()



### Community 7 - "Community 7"

Cohesion: 0.83

Nodes (3): sample_solver_prompt(), summarize_failure_output(), _truncate_text()



### Community 8 - "Community 8"

Cohesion: 1.0

Nodes (1): Generate ALL publication-quality training plots for DebugZero README. Data sour



### Community 9 - "Community 9"

Cohesion: 1.0

Nodes (1): State for the DebugZero environment, extending default state with seed context.



## Knowledge Gaps

- **9 isolated node(s):** `Action for the DebugZero environment representing the Proposer or Solver inputs.`, `Observation from the DebugZero environment following sandbox execution.`, `State for the DebugZero environment, extending default state with seed context.`, `Generate ALL publication-quality training plots for DebugZero README. Data sour`, `4 critical checks:     - parse succeeds      - mutation actually changed code` (+4 more)

  These have ≤1 connection - possible missing edges or undocumented components.

- **Thin community `Community 8`** (2 nodes): `generate_all_plots.py`, `Generate ALL publication-quality training plots for DebugZero README. Data sour`

  Too small to be a meaningful cluster - may be noise or needs more connections extracted.

- **Thin community `Community 9`** (1 nodes): `State for the DebugZero environment, extending default state with seed context.`

  Too small to be a meaningful cluster - may be noise or needs more connections extracted.



## Suggested Questions

_Questions this graph is uniquely positioned to answer:_

- **Why does `run_live_api_probe()` connect `Community 5` to `Community 0`, `Community 1`, `Community 2`, `Community 3`, `Community 7`?**

  _High betweenness centrality (0.272) - this node is a cross-community bridge._

- **Why does `DebugzeroAction` connect `Community 1` to `Community 3`, `Community 5`, `Community 6`?**
  _High betweenness centrality (0.111) - this node is a cross-community bridge._
- **Are the 13 inferred relationships involving `run_live_api_probe()` (e.g. with `DebugzeroAction` and `DebugzeroEnv`) actually correct?**

  _`run_live_api_probe()` has 13 INFERRED edges - model-reasoned connections that need verification._

- **Are the 14 inferred relationships involving `DebugzeroObservation` (e.g. with `DebugzeroEnv` and `Client for the DebugZero Environment.      This client maintains a persistent`) actually correct?**
  _`DebugzeroObservation` has 14 INFERRED edges - model-reasoned connections that need verification._
- **Are the 5 inferred relationships involving `DebugzeroEnvironment` (e.g. with `Entry point for direct execution via uv run or python -m.      This function e` and `DebugzeroAction`) actually correct?**
  _`DebugzeroEnvironment` has 5 INFERRED edges - model-reasoned connections that need verification._
- **Are the 12 inferred relationships involving `DebugzeroAction` (e.g. with `DebugzeroEnv` and `Client for the DebugZero Environment.      This client maintains a persistent`) actually correct?**
  _`DebugzeroAction` has 12 INFERRED edges - model-reasoned connections that need verification._
- **Are the 11 inferred relationships involving `DebugzeroState` (e.g. with `DebugzeroEnv` and `Client for the DebugZero Environment.      This client maintains a persistent`) actually correct?**
  _`DebugzeroState` has 11 INFERRED edges - model-reasoned connections that need verification._