GPT-Memory-Assisted Shaping

https://github.com/xxyoudeadpunkxx/memory-assisted-shaping
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A ChatGPT Projects protocol for shaping one idea across a long conversation without losing...
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### Get Session Summary

Source: https://github.com/xxyoudeadpunkxx/memory-assisted-shaping/blob/main/README.md

Generates a concise summary of the current session notes.

```bash
python3 -S ./notes.py summary
```

--------------------------------

### Initialize Notes

Source: https://github.com/xxyoudeadpunkxx/memory-assisted-shaping/blob/main/README.md

Initializes the notes system for a session. Run this command from the extracted package folder.

```bash
python3 -S ./notes.py init
```

--------------------------------

### Initialize Memory Session

Source: https://github.com/xxyoudeadpunkxx/memory-assisted-shaping/blob/main/note-io.md

Use this command to initialize a new memory session. This is a prerequisite for other memory operations.

```bash
python3 -S notes.py init
```

--------------------------------

### Project Structure

Source: https://github.com/xxyoudeadpunkxx/memory-assisted-shaping/blob/main/README.md

Defines the recommended repository layout for the memory-assisted shaping tool, including core files and generated session-specific files.

```text
memory-assisted-shaping/
  README.md
  protocol.md
  note-io.md
  notes.py

Generated during use:

session_meta.json
session_notes.jsonl
session_export.json
```

--------------------------------

### Summarize Notes

Source: https://github.com/xxyoudeadpunkxx/memory-assisted-shaping/blob/main/note-io.md

Generates a summary of the notes in the log. Use this when a high-level overview is required.

```bash
python3 -S notes.py summary
```

--------------------------------

### Export Notes

Source: https://github.com/xxyoudeadpunkxx/memory-assisted-shaping/blob/main/note-io.md

Exports all notes. This command is typically used for requested exports, handoffs, or full state consolidation.

```bash
python3 -S notes.py export
```

--------------------------------

### Export Session Notes

Source: https://github.com/xxyoudeadpunkxx/memory-assisted-shaping/blob/main/README.md

Exports the entire session's notes, likely for archival or review purposes.

```bash
python3 -S ./notes.py export
```

--------------------------------

### View Recent Notes

Source: https://github.com/xxyoudeadpunkxx/memory-assisted-shaping/blob/main/README.md

Displays the most recent notes from the session, with a limit to control the number of entries shown.

```bash
python3 -S ./notes.py tail --limit 5
```

--------------------------------

### Append a Gate Note with Effect

Source: https://github.com/xxyoudeadpunkxx/memory-assisted-shaping/blob/main/README.md

Appends a 'gate' type note, indicating a decision point that needs resolution before proceeding. Includes an effect describing the constraint.

```bash
python3 -S ./notes.py append --type gate --text "Persistence model is deferred." --effect "Do not finalize the artifact until this is resolved."
```

--------------------------------

### Append a Decision Note

Source: https://github.com/xxyoudeadpunkxx/memory-assisted-shaping/blob/main/README.md

Appends a new note of type 'decision' to the session notes. The text describes the decision made.

```bash
python3 -S ./notes.py append --type decision --text "The final artifact is separate from shaping notes."
```

--------------------------------

### Tail Recent Notes

Source: https://github.com/xxyoudeadpunkxx/memory-assisted-shaping/blob/main/note-io.md

Retrieves a specified number of the most recent notes from the log. Use this when recent context is needed.

```bash
python3 -S notes.py tail --limit <n>
```

--------------------------------

### Append a Decision Note

Source: https://github.com/xxyoudeadpunkxx/memory-assisted-shaping/blob/main/README.md

Appends a decision note to the session log. Use this command to override the default session directory.

```bash
python3 -S ./notes.py --dir /path/to/session append --type decision --text "..."
```

--------------------------------

### Append Memory Signal

Source: https://github.com/xxyoudeadpunkxx/memory-assisted-shaping/blob/main/note-io.md

Use this command to append a memory signal to the log. Ensure the type and text are provided. The `--effect` flag is optional and should be used when the effect changes later shaping or synthesis.

```bash
python3 -S ./notes.py append --type <type> --text "<text>"
```

```bash
python3 -S notes.py append --type <type> --text "<text>"
```

```bash
python3 -S notes.py append --type <type> --text "<text>" --effect <effect>
```

--------------------------------

### Append with Directory Override

Source: https://github.com/xxyoudeadpunkxx/memory-assisted-shaping/blob/main/note-io.md

Appends a memory signal while overriding the default session directory. This is useful for managing sessions in specific locations.

```bash
python3 -S notes.py --dir <session_dir> append --type <type> --text "<text>"
```
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