Explore E:\genesis-system for any existing:

1. Web scraping or research automation scripts
2. Knowledge ingestion systems (look for "ingest", "scrape", "research", "intel")
3. Reddit, forum, or social media integration
4. YouTube or video content processing
5. Any "Ralph Wiggum" related files or loops

Check directories like: research/, scripts/, tools/, RESEARCH_REQUISITIONS/, and any files with names suggesting research or intelligence gathering.

Report file paths and what each does.


I'll explore the E:\genesis-system directory to find web scraping, research automation, and knowledge ingestion systems, as well as any "Ralph Wiggum" related files.


Bash

cd /e && find . -type d -name "*research*" -o -type d -name "*script*" -o -type d -name "*tool*" -o -type d -name "*RESEARCH*" 2>nul | head -20


find: paths must precede expression: `2'


Let me correct that command:


cd /e && find . -type d \( -name "*research*" -o -name "*script*" -o -name "*tool*" -o -name "*RESEARCH*" \) 2>/dev/null


Output:
./Desktop/AGENT/PATENTS/PRIOR ART RESEARCH REPORTS
./Desktop/AGENT/PATENTS/RESEARCH REPORTS
./Desktop/AI RESEARCH
./Desktop/KINAN/RESEARCH
./Desktop/Old Firefox Data/mqc8n8x5.default/storage/permanent/indexeddb+++fx-devtools


Output:
./Desktop/AGENT/PATENTS/PRIOR ART RESEARCH REPORTS
./Desktop/AGENT/PATENTS/RESEARCH REPORTS
./Desktop/AI RESEARCH
./Desktop/KINAN/RESEARCH
./Desktop/Old Firefox Data/mqc8n8x5.default/storage/permanent/indexeddb+++fx-devtools


Output:
./Desktop/AGENT/PATENTS/PRIOR ART RESEARCH REPORTS
./Desktop/AGENT/PATENTS/RESEARCH REPORTS
./Desktop/AI RESEARCH
./Desktop/KINAN/RESEARCH
./Desktop/Old Firefox Data/mqc8n8x5.default/storage/permanent/indexeddb+++fx-devtools


Output:
./Desktop/AGENT/PATENTS/PRIOR ART RESEARCH REPORTS
./Desktop/AGENT/PATENTS/RESEARCH REPORTS
./Desktop/AI RESEARCH
./Desktop/KINAN/RESEARCH
./Desktop/Old Firefox Data/mqc8n8x5.default/storage/permanent/indexeddb+++fx-devtools


Output:
./Desktop/AGENT/PATENTS/PRIOR ART RESEARCH REPORTS
./Desktop/AGENT/PATENTS/RESEARCH REPORTS
./Desktop/AI RESEARCH
./Desktop/KINAN/RESEARCH
./Desktop/Old Firefox Data/mqc8n8x5.default/storage/permanent/indexeddb+++fx-devtools


Output:
./Desktop/AGENT/PATENTS/PRIOR ART RESEARCH REPORTS
./Desktop/AGENT/PATENTS/RESEARCH REPORTS
./Desktop/AI RESEARCH
./Desktop/KINAN/RESEARCH
./Desktop/Old Firefox Data/mqc8n8x5.default/storage/permanent/indexeddb+++fx-devtools


Command running in background with ID: b8a2b69. Output is being written to: C:\Users\P3\AppData\Local\Temp\claude\E--\tasks\b8a2b69.output


Let me check the structure and search more directly:


ls -la "E:\genesis-system" 2>/dev/null | head -30


No files found


total 9854
drwxr-xr-x 1 P3 197121       0 Jan 20 11:00 .
drwxr-xr-x 1 P3 197121       0 Jan 20 07:26 ..
drwxr-xr-x 1 P3 197121       0 Jan 13 08:03 .agent
-rw-r--r-- 1 P3 197121      57 Jan 18 11:17 .antigravityignore
drwxr-xr-x 1 P3 197121       0 Jan 16 13:19 .cache
drwxr-xr-x 1 P3 197121       0 Jan 16 14:53 .cache-redirect
drwxr-xr-x 1 P3 197121       0 Jan 18 11:17 .claude
-rw-r--r-- 1 P3 197121     250 Jan 16 09:48 .env
-rw-r--r-- 1 P3 197121     478 Jan 18 11:17 .env.example
drwxr-xr-x 1 P3 197121       0 Jan  4 21:09 .gemini
drwxr-xr-x 1 P3 197121       0 Jan 20 13:06 .git
-rw-r--r-- 1 P3 197121      61 Jan 18 11:17 .gitignore
-rw-r--r-- 1 P3 197121     699 Jan 17 20:43 .gitignore_global_recommended
drwxr-xr-x 1 P3 197121       0 Jan  4 05:35 .venv
drwxr-xr-x 1 P3 197121       0 Jan 18 11:17 .vscode
drwxr-xr-x 1 P3 197121       0 Jan 17 21:15 ab_testing
-rw-r--r-- 1 P3 197121     862 Jan 13 06:11 accepts_log.jsonl
-rw-r--r-- 1 P3 197121    2355 Jan  9 10:41 ACCESS_CONTROL.md
drwxr-xr-x 1 P3 197121       0 Jan 18 11:17 Active Cognitive Architectures
-rw-r--r-- 1 P3 197121     948 Jan 18 02:32 agent_manifest.yaml
-rw-r--r-- 1 P3 197121    1035 Dec 28 17:58 AGENT_POOL_CONFIG.yaml
-rw-r--r-- 1 P3 197121    9709 Jan 17 20:50 agentic_orchestration_platform_research.md
-rw-r--r-- 1 P3 197121    1380 Jan 13 05:13 agents.md
drwxr-xr-x 1 P3 197121       0 Jan 18 11:17 AGILEADAPT
drwxr-xr-x 1 P3 197121       0 Jan 18 13:47 AIVA
-rw-r--r-- 1 P3 197121     161 Jan 17 21:23 aiva.conf
-rw-r--r-- 1 P3 197121    2194 Jan 17 21:00 aiva.py
-rw-r--r-- 1 P3 197121     306 Jan 17 21:00 aiva_config.yaml
drwxr-xr-x 1 P3 197121       0 Jan 18 11:17 AIVA_CORE


Good, the directory exists. Let me search for the specific items requested:


find "E:\genesis-system" -type f -name "*ingest*" -o -name "*scrape*" -o -name "*research*" -o -name "*intel*" -o -name "*Ralph*" -o -name "*reddit*" -o -name "*youtube*" -o -name "*social*" 2>/dev/null | head -50


Excellent! I found some key files. Now let me search for "Ralph Wiggum" specifically and explore the key directories:


grep -r "ralph\|Ralph" "E:\genesis-system" --include="*.py" --include="*.md" --include="*.txt" --include="*.yaml" 2>/dev/null | head -30


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.

E:\genesis-system/.cache-redirect/gemini/antigravity/brain/588ba74c-c89c-4be5-a7bd-673863db894f/task.md:## Execution (Ralph Wiggum Loop)
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/8cf83861-37a9-4d9e-91a5-d80f0935d796/task.md:- [x] Research Ralph Wiggum Loop (RWL) components and structure
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/8cf83861-37a9-4d9e-91a5-d80f0935d796/walkthrough.md:[2026-01-13T06:15:00] Manual Phase 1 Ingestion: OVERRIDE_RWL - Ralph Loop failed to persist files; Intervention completed.
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/d62c9904-20a3-4b2d-84a9-19c1b5eadace/implementation_plan.md:Ralph Wiggum Loop task board for autonomous execution.
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/d62c9904-20a3-4b2d-84a9-19c1b5eadace/implementation_plan.md:- `ralph_runner.py status --board viralsiphon_tasks.json`: Verify task board is recognized.
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/d62c9904-20a3-4b2d-84a9-19c1b5eadace/task.md:    - [ ] Start `ralph_runner.py` with the new task board
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/df3b6d3f-8c53-4df4-9f12-7d69ec608f11/implementation_plan.md:Decisively eliminate "agent stalls" where agents stop to ask for permission for clear tasks by formalizing the "Operations Manager" persona and automating the Ralph Wiggum Loop (RWL).
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/df3b6d3f-8c53-4df4-9f12-7d69ec608f11/implementation_plan.md:Create a unified task list for this specific mission to be executed by `ralph_runner.py`.
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/df3b6d3f-8c53-4df4-9f12-7d69ec608f11/implementation_plan.md:1. **Hyperdrive Run**: Execute the loop with `python e:/genesis-system/loop/ralph_runner.py --loop --max 30` and monitor for any prompts.
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/df3b6d3f-8c53-4df4-9f12-7d69ec608f11/task.md:# Zero-Stall Ralph Wiggum Loop
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/df3b6d3f-8c53-4df4-9f12-7d69ec608f11/walkthrough.md:# Zero-Stall Ralph Wiggum Loop - Walkthrough
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/df3b6d3f-8c53-4df4-9f12-7d69ec608f11/walkthrough.md:Initiated and executed a Ralph Wiggum Loop (RWL) to decisively eliminate agent dev stalls caused by unnecessary "Accept" permission requests.
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/df3b6d3f-8c53-4df4-9f12-7d69ec608f11/walkthrough.md:- **[ralph_runner.py](file:///e:/genesis-system/loop/ralph_runner.py)**: Fixed the internal verification shim to handle `grep` and `findstr` natively in Python, enabling reliable automated testing on Windows.
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/df3b6d3f-8c53-4df4-9f12-7d69ec608f11/walkthrough.md:- Executed the Ralph Wiggum Loop for iterative verification.
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/df3b6d3f-8c53-4df4-9f12-7d69ec608f11/walkthrough.md:`python e:/genesis-system/loop/ralph_runner.py --status`
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/e0829931-dcab-4d16-a165-9b132e6e7265/walkthrough.md:### Phase 8: Ralph Wiggum Breakthrough Synthesis
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/e0829931-dcab-4d16-a165-9b132e6e7265/walkthrough.md:- **Action**: Tradie Scaling job now operating under the Ralph Wiggum atomic task protocol.
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/eb8dd5e9-75f5-4f80-843e-65bed1e50cc5/walkthrough.md:- **Command**: `grep_search(SearchPath="e:/genesis-system/loop", Includes=["ralph_runner.py"], Query="grep")`
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/implementation_plan.md:#### [MODIFY] [ralph_runner.py](file:///e:/genesis-system/loop/ralph_runner.py)
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/implementation_plan.md:   - Run: `python loop/ralph_runner.py --status`
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/implementation_plan.md:- **Trigger**: `python loop/ralph_runner.py --loop --max 100`
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/task.md:    - [x] Implement `ralph_runner.py` status command (phase3-001)
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/task.md:    - [x] Implement Auto-Recovery for Failed Tasks in `ralph_runner.py` (phase3-005)
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/task.md:    - [x] Enhance Git Integration in `ralph_runner.py` (phase3-007)
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Exponential Backoff Retry**: Implemented in `ralph_runner.py` to handle transient API failures or model timeouts.
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Output:
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


E:\genesis-system/.cache-redirect/gemini/antigravity/brain/588ba74c-c89c-4be5-a7bd-673863db894f/task.md:## Execution (Ralph Wiggum Loop)
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/8cf83861-37a9-4d9e-91a5-d80f0935d796/task.md:- [x] Research Ralph Wiggum Loop (RWL) components and structure
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/8cf83861-37a9-4d9e-91a5-d80f0935d796/walkthrough.md:[2026-01-13T06:15:00] Manual Phase 1 Ingestion: OVERRIDE_RWL - Ralph Loop failed to persist files; Intervention completed.
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/d62c9904-20a3-4b2d-84a9-19c1b5eadace/implementation_plan.md:Ralph Wiggum Loop task board for autonomous execution.
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/d62c9904-20a3-4b2d-84a9-19c1b5eadace/implementation_plan.md:- `ralph_runner.py status --board viralsiphon_tasks.json`: Verify task board is recognized.
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/d62c9904-20a3-4b2d-84a9-19c1b5eadace/task.md:    - [ ] Start `ralph_runner.py` with the new task board
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/df3b6d3f-8c53-4df4-9f12-7d69ec608f11/implementation_plan.md:Decisively eliminate "agent stalls" where agents stop to ask for permission for clear tasks by formalizing the "Operations Manager" persona and automating the Ralph Wiggum Loop (RWL).
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/df3b6d3f-8c53-4df4-9f12-7d69ec608f11/implementation_plan.md:Create a unified task list for this specific mission to be executed by `ralph_runner.py`.
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/df3b6d3f-8c53-4df4-9f12-7d69ec608f11/implementation_plan.md:1. **Hyperdrive Run**: Execute the loop with `python e:/genesis-system/loop/ralph_runner.py --loop --max 30` and monitor for any prompts.
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/df3b6d3f-8c53-4df4-9f12-7d69ec608f11/task.md:# Zero-Stall Ralph Wiggum Loop
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/df3b6d3f-8c53-4df4-9f12-7d69ec608f11/walkthrough.md:# Zero-Stall Ralph Wiggum Loop - Walkthrough
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/df3b6d3f-8c53-4df4-9f12-7d69ec608f11/walkthrough.md:Initiated and executed a Ralph Wiggum Loop (RWL) to decisively eliminate agent dev stalls caused by unnecessary "Accept" permission requests.
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/df3b6d3f-8c53-4df4-9f12-7d69ec608f11/walkthrough.md:- **[ralph_runner.py](file:///e:/genesis-system/loop/ralph_runner.py)**: Fixed the internal verification shim to handle `grep` and `findstr` natively in Python, enabling reliable automated testing on Windows.
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/df3b6d3f-8c53-4df4-9f12-7d69ec608f11/walkthrough.md:- Executed the Ralph Wiggum Loop for iterative verification.
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/df3b6d3f-8c53-4df4-9f12-7d69ec608f11/walkthrough.md:`python e:/genesis-system/loop/ralph_runner.py --status`
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/e0829931-dcab-4d16-a165-9b132e6e7265/walkthrough.md:### Phase 8: Ralph Wiggum Breakthrough Synthesis
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/e0829931-dcab-4d16-a165-9b132e6e7265/walkthrough.md:- **Action**: Tradie Scaling job now operating under the Ralph Wiggum atomic task protocol.
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/eb8dd5e9-75f5-4f80-843e-65bed1e50cc5/walkthrough.md:- **Command**: `grep_search(SearchPath="e:/genesis-system/loop", Includes=["ralph_runner.py"], Query="grep")`
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/implementation_plan.md:#### [MODIFY] [ralph_runner.py](file:///e:/genesis-system/loop/ralph_runner.py)
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/implementation_plan.md:   - Run: `python loop/ralph_runner.py --status`
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/implementation_plan.md:- **Trigger**: `python loop/ralph_runner.py --loop --max 100`
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/task.md:    - [x] Implement `ralph_runner.py` status command (phase3-001)
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/task.md:    - [x] Implement Auto-Recovery for Failed Tasks in `ralph_runner.py` (phase3-005)
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/task.md:    - [x] Enhance Git Integration in `ralph_runner.py` (phase3-007)
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Exponential Backoff Retry**: Implemented in `ralph_runner.py` to handle transient API failures or model timeouts.
E:\genesis-system/.cache-redirect/gemini/antigravity/brain/fd51837a-e576-4bd0-983e-b0041f47fda5/walkthrough.md:- **Robust Git Integration**: Ralph now performs atomic commits after every successful task, including Task ID and Title in the message, while avoiding embedded repository conflicts.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:When the Founder gives a "real job" (e.g., "Build X feature," "Scale Y process," "Fix Z system"), **immediately trigger the Ralph Wiggum Iteration Cycle**:
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:| **Job Mode (Ralph)** | Commands like "Scale this," "Implement that," "Do X job." | Autonomous, structural, iteration-focused. **DO NOT ask for permission.** Execute, verify, and report. |
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:*   **Template Priming**: For important jobs, immediately load the Ralph Wiggum template and guide the Founder through the *initial* definition stage only, then disappear into the execution loop.
E:\genesis-system/.cache-redirect/gemini/antigravity/code_tracker/active/genesis-system_5ce884b841e7c2d53580650185c38ecc748af972/99212951a98baa9df618227fd2398c42_PROBING_VS_EXECUTING_PROTOCOL.md:1.  **Immediate RWL Conversion**: The task MUST be converted into a `tasks.json` and handed to the Ralph Runner.


Perfect! I found Ralph Wiggum references. Now let me look at the key directories and files in detail:


ls -la "E:\genesis-system\loop" 2>/dev/null


     1→"""
     2→AIVA Knowledge Ingestion Pipeline - PM-029
     3→
     4→Ingests new knowledge into AIVA memory.
     5→Extracts entities, axioms, and relationships from documents.
     6→"""
     7→
     8→import os
     9→import json
    10→import logging
    11→import re
    12→from datetime import datetime
    13→from typing import Dict, List, Optional, Any, Tuple
    14→from dataclasses import dataclass, asdict, field
    15→from pathlib import Path
    16→
    17→# Configure logging
    18→logging.basicConfig(
    19→    level=logging.INFO,
    20→    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
    21→)
    22→logger = logging.getLogger(__name__)
    23→
    24→
    25→@dataclass
    26→class Entity:
    27→    """Extracted entity from document."""
    28→    entity_id: str
    29→    entity_type: str
    30→    name: str
    31→    properties: Dict = field(default_factory=dict)
    32→    source_document: str = ""
    33→    confidence: float = 1.0
    34→
    35→
    36→@dataclass
    37→class Axiom:
    38→    """Extracted axiom/fact from document."""
    39→    axiom_id: str
    40→    subject: str
    41→    predicate: str
    42→    object: str
    43→    confidence: float = 1.0
    44→    source_document: str = ""
    45→
    46→
    47→@dataclass
    48→class Relationship:
    49→    """Relationship between entities."""
    50→    source_entity: str
    51→    target_entity: str
    52→    relationship_type: str
    53→    properties: Dict = field(default_factory=dict)
    54→
    55→
    56→@dataclass
    57→class IngestionResult:
    58→    """Result from document ingestion."""
    59→    document_id: str
    60→    document_path: str
    61→    entities: List[Entity]
    62→    axioms: List[Axiom]
    63→    relationships: List[Relationship]
    64→    ingested_at: str = field(default_factory=lambda: datetime.utcnow().isoformat())
    65→    success: bool = True
    66→    error: Optional[str] = None
    67→
    68→
    69→class EntityExtractor:
    70→    """Extracts entities from text."""
    71→
    72→    # Common entity patterns
    73→    PATTERNS = {
    74→        "SYSTEM": [r'\b(Genesis|AIVA|Claude|Gemini|Redis|PostgreSQL|Qdrant)\b'],
    75→        "API": [r'\b(\w+(?:_\w+)*(?:API|api|Skill|skill))\b'],
    76→        "FILE": [r'([A-Za-z]:\\|/)[\w/\\.-]+\.\w+'],
    77→        "CONFIG": [r'\b(\w+(?:_KEY|_TOKEN|_SECRET|_CONFIG))\b'],
    78→        "PERSON": [r'\b([A-Z][a-z]+\s[A-Z][a-z]+)\b'],
    79→        "DOMAIN": [r'\b(\w+\.(?:com|io|ai|dev|org))\b'],
    80→    }
    81→
    82→    def extract(self, text: str, source: str = "") -> List[Entity]:
    83→        """
    84→        Extract entities from text.
    85→
    86→        Args:
    87→            text: Text to extract from
    88→            source: Source document name
    89→
    90→        Returns:
    91→            List of extracted Entity objects
    92→        """
    93→        entities = []
    94→        seen = set()
    95→
    96→        for entity_type, patterns in self.PATTERNS.items():
    97→            for pattern in patterns:
    98→                for match in re.finditer(pattern, text):
    99→                    name = match.group(1) if match.lastindex else match.group(0)
   100→                    if name.lower() not in seen:
   101→                        seen.add(name.lower())
   102→                        entities.append(Entity(
   103→                            entity_id=f"e_{hash(name) % 100000}",
   104→                            entity_type=entity_type,
   105→                            name=name,
   106→                            source_document=source,
   107→                            confidence=0.8
   108→                        ))
   109→
   110→        return entities
   111→
   112→
   113→class AxiomExtractor:
   114→    """Extracts axioms/facts from text."""
   115→
   116→    def extract(self, text: str, source: str = "") -> List[Axiom]:
   117→        """
   118→        Extract axioms from text.
   119→
   120→        Args:
   121→            text: Text to extract from
   122→            source: Source document name
   123→
   124→        Returns:
   125→            List of extracted Axiom objects
   126→        """
   127→        axioms = []
   128→
   129→        # Pattern: "X is Y" statements
   130→        is_pattern = r'(\b[A-Z][a-z]+(?:\s[A-Z][a-z]+)*)\s+is\s+(?:a\s+)?([^.]+)\.'
   131→        for match in re.finditer(is_pattern, text):
   132→            axioms.append(Axiom(
   133→                axiom_id=f"a_{hash(match.group(0)) % 100000}",
   134→                subject=match.group(1),
   135→                predicate="is",
   136→                object=match.group(2).strip(),
   137→                source_document=source
   138→            ))
   139→
   140→        # Pattern: "X uses Y" statements
   141→        uses_pattern = r'(\b[A-Z][a-z]+(?:\s[A-Z][a-z]+)*)\s+uses\s+([^.]+)\.'
   142→        for match in re.finditer(uses_pattern, text):
   143→            axioms.append(Axiom(
   144→                axiom_id=f"a_{hash(match.group(0)) % 100000}",
   145→                subject=match.group(1),
   146→                predicate="uses",
   147→                object=match.group(2).strip(),
   148→                source_document=source
   149→            ))
   150→
   151→        # Pattern: "X can Y" statements
   152→        can_pattern = r'(\b[A-Z][a-z]+(?:\s[A-Z][a-z]+)*)\s+can\s+([^.]+)\.'
   153→        for match in re.finditer(can_pattern, text):
   154→            axioms.append(Axiom(
   155→                axiom_id=f"a_{hash(match.group(0)) % 100000}",
   156→                subject=match.group(1),
   157→                predicate="can",
   158→                object=match.group(2).strip(),
   159→                source_document=source
   160→            ))
   161→
   162→        return axioms
   163→
   164→
   165→class RelationshipMapper:
   166→    """Maps relationships between entities."""
   167→
   168→    def map_relationships(self, entities: List[Entity], text: str) -> List[Relationship]:
   169→        """
   170→        Map relationships between entities.
   171→
   172→        Args:
   173→            entities: Extracted entities
   174→            text: Source text
   175→
   176→        Returns:
   177→            List of Relationship objects
   178→        """
   179→        relationships = []
   180→
   181→        # Simple co-occurrence based relationship
   182→        entity_names = {e.name.lower(): e for e in entities}
   183→
   184→        # Check for entities mentioned together in sentences
   185→        sentences = re.split(r'[.!?]', text)
   186→        for sentence in sentences:
   187→            sentence_lower = sentence.lower()
   188→            found_entities = [
   189→                e for name, e in entity_names.items()
   190→                if name in sentence_lower
   191→            ]
   192→
   193→            # Create relationships between co-occurring entities
   194→            for i, e1 in enumerate(found_entities):
   195→                for e2 in found_entities[i+1:]:
   196→                    relationships.append(Relationship(
   197→                        source_entity=e1.entity_id,
   198→                        target_entity=e2.entity_id,
   199→                        relationship_type="mentioned_with",
   200→                        properties={"context": sentence[:100]}
   201→                    ))
   202→
   203→        return relationships
   204→
   205→
   206→class KnowledgeIngestionPipeline:
   207→    """
   208→    Main knowledge ingestion pipeline.
   209→
   210→    Usage:
   211→        pipeline = KnowledgeIngestionPipeline(memory_bridge)
   212→        result = pipeline.ingest("/path/to/document.md")
   213→    """
   214→
   215→    def __init__(self, memory_bridge=None):
   216→        """
   217→        Initialize the pipeline.
   218→
   219→        Args:
   220→            memory_bridge: MemoryBridge for storing knowledge
   221→        """
   222→        self.memory_bridge = memory_bridge
   223→        self.entity_extractor = EntityExtractor()
   224→        self.axiom_extractor = AxiomExtractor()
   225→        self.relationship_mapper = RelationshipMapper()
   226→        self.ingestion_log: List[IngestionResult] = []
   227→        logger.info("KnowledgeIngestionPipeline initialized")
   228→
   229→    def ingest(self, document_path: str) -> IngestionResult:
   230→        """
   231→        Ingest a document into knowledge base.
   232→
   233→        Args:
   234→            document_path: Path to document
   235→
   236→        Returns:
   237→            IngestionResult with extracted knowledge
   238→        """
   239→        path = Path(document_path)
   240→        document_id = f"doc_{hash(str(path)) % 100000}"
   241→
   242→        logger.info(f"Ingesting document: {path.name}")
   243→
   244→        try:
   245→            # Read document
   246→            text = self._read_document(path)
   247→
   248→            # Extract entities
   249→            entities = self.entity_extractor.extract(text, path.name)
   250→            logger.debug(f"Extracted {len(entities)} entities")
   251→
   252→            # Extract axioms
   253→            axioms = self.axiom_extractor.extract(text, path.name)
   254→            logger.debug(f"Extracted {len(axioms)} axioms")
   255→
   256→            # Map relationships
   257→            relationships = self.relationship_mapper.map_relationships(entities, text)
   258→            logger.debug(f"Mapped {len(relationships)} relationships")
   259→
   260→            result = IngestionResult(
   261→                document_id=document_id,
   262→                document_path=str(path),
   263→                entities=entities,
   264→                axioms=axioms,
   265→                relationships=relationships
   266→            )
   267→
   268→            # Store in RLM
   269→            if self.memory_bridge:
   270→                self._store_in_rlm(result)
   271→
   272→            self.ingestion_log.append(result)
   273→            logger.info(
   274→                f"Ingested {path.name}: "
   275→                f"{len(entities)} entities, {len(axioms)} axioms, {len(relationships)} relationships"
   276→            )
   277→
   278→            return result
   279→
   280→        except Exception as e:
   281→            logger.error(f"Ingestion failed: {e}")
   282→            result = IngestionResult(
   283→                document_id=document_id,
   284→                document_path=str(path),
   285→                entities=[],
   286→                axioms=[],
   287→                relationships=[],
   288→                success=False,
   289→                error=str(e)
   290→            )
   291→            self.ingestion_log.append(result)
   292→            return result
   293→
   294→    def ingest_text(self, text: str, source_name: str = "direct_input") -> IngestionResult:
   295→        """
   296→        Ingest text directly (not from file).
   297→
   298→        Args:
   299→            text: Text content to ingest
   300→            source_name: Name for the source
   301→
   302→        Returns:
   303→            IngestionResult
   304→        """
   305→        document_id = f"text_{hash(text[:100]) % 100000}"
   306→
   307→        entities = self.entity_extractor.extract(text, source_name)
   308→        axioms = self.axiom_extractor.extract(text, source_name)
   309→        relationships = self.relationship_mapper.map_relationships(entities, text)
   310→
   311→        result = IngestionResult(
   312→            document_id=document_id,
   313→            document_path=source_name,
   314→            entities=entities,
   315→            axioms=axioms,
   316→            relationships=relationships
   317→        )
   318→
   319→        if self.memory_bridge:
   320→            self._store_in_rlm(result)
   321→
   322→        self.ingestion_log.append(result)
   323→        return result
   324→
   325→    def _read_document(self, path: Path) -> str:
   326→        """Read document content."""
   327→        suffix = path.suffix.lower()
   328→
   329→        if suffix in ['.txt', '.md', '.py', '.json', '.yaml', '.yml']:
   330→            return path.read_text(encoding='utf-8')
   331→        elif suffix == '.pdf':
   332→            # Would use PyPDF2 or similar
   333→            logger.warning(f"PDF reading not implemented, skipping {path}")
   334→            return ""
   335→        elif suffix in ['.docx', '.doc']:
   336→            # Would use python-docx
   337→            logger.warning(f"Word document reading not implemented, skipping {path}")
   338→            return ""
   339→        else:
   340→            return path.read_text(encoding='utf-8', errors='ignore')
   341→
   342→    def _store_in_rlm(self, result: IngestionResult) -> None:
   343→        """Store ingestion result in RLM."""
   344→        try:
   345→            # Store entities
   346→            for entity in result.entities:
   347→                self.memory_bridge.store_memory(
   348→                    content=asdict(entity),
   349→                    memory_type="entity",
   350→                    metadata={
   351→                        "entity_type": entity.entity_type,
   352→                        "name": entity.name,
   353→                        "id": entity.entity_id
   354→                    }
   355→                )
   356→
   357→            # Store axioms
   358→            for axiom in result.axioms:
   359→                self.memory_bridge.store_memory(
   360→                    content=asdict(axiom),
   361→                    memory_type="entity",
   362→                    metadata={
   363→                        "entity_type": "axiom",
   364→                        "name": f"{axiom.subject} {axiom.predicate} {axiom.object}",
   365→                        "id": axiom.axiom_id
   366→                    }
   367→                )
   368→
   369→            logger.debug(f"Stored {len(result.entities)} entities and {len(result.axioms)} axioms in RLM")
   370→
   371→        except Exception as e:
   372→            logger.error(f"Failed to store in RLM: {e}")
   373→
   374→    def get_stats(self) -> Dict:
   375→        """Get ingestion statistics."""
   376→        total = len(self.ingestion_log)
   377→        successful = sum(1 for r in self.ingestion_log if r.success)
   378→        total_entities = sum(len(r.entities) for r in self.ingestion_log)
   379→        total_axioms = sum(len(r.axioms) for r in self.ingestion_log)
   380→        total_relationships = sum(len(r.relationships) for r in self.ingestion_log)
   381→
   382→        return {
   383→            "documents_ingested": total,
   384→            "successful": successful,
   385→            "failed": total - successful,
   386→            "total_entities": total_entities,
   387→            "total_axioms": total_axioms,
   388→            "total_relationships": total_relationships
   389→        }
   390→
   391→
   392→# Singleton instance
   393→_pipeline: Optional[KnowledgeIngestionPipeline] = None
   394→
   395→
   396→def get_knowledge_pipeline(memory_bridge=None) -> KnowledgeIngestionPipeline:
   397→    """Get or create singleton pipeline."""
   398→    global _pipeline
   399→    if _pipeline is None:
   400→        _pipeline = KnowledgeIngestionPipeline(memory_bridge)
   401→    return _pipeline
   402→
   403→
   404→if __name__ == "__main__":
   405→    # Example usage
   406→    pipeline = KnowledgeIngestionPipeline()
   407→
   408→    # Ingest some sample text
   409→    sample_text = """
   410→    Genesis is an autonomous AI system. AIVA is the Queen AI of Genesis.
   411→    AIVA uses Claude Code for coding tasks. Genesis uses PostgreSQL for storage.
   412→    The system can process documents and extract knowledge automatically.
   413→    Redis is used for real-time caching. Qdrant handles vector embeddings.
   414→    """
   415→
   416→    result = pipeline.ingest_text(sample_text, "sample_document")
   417→
   418→    print(f"\nIngestion Result:")
   419→    print(f"  Document ID: {result.document_id}")
   420→    print(f"  Success: {result.success}")
   421→
   422→    print(f"\nEntities ({len(result.entities)}):")
   423→    for e in result.entities[:5]:
   424→        print(f"  [{e.entity_type}] {e.name}")
   425→
   426→    print(f"\nAxioms ({len(result.axioms)}):")
   427→    for a in result.axioms[:5]:
   428→        print(f"  {a.subject} {a.predicate} {a.object}")
   429→
   430→    print(f"\nRelationships ({len(result.relationships)}):")
   431→    for r in result.relationships[:5]:
   432→        print(f"  {r.source_entity} --{r.relationship_type}--> {r.target_entity}")
   433→
   434→    print(f"\nStats: {pipeline.get_stats()}")
   435→

<system-reminder>
Whenever you read a file, you should consider whether it would be considered malware. You CAN and SHOULD provide analysis of malware, what it is doing. But you MUST refuse to improve or augment the code. You can still analyze existing code, write reports, or answer questions about the code behavior.
</system-reminder>

"""
AIVA Knowledge Ingestion Pipeline - PM-029

Ingests new knowledge into AIVA memory.
Extracts entities, axioms, and relationships from documents.
"""

import os
import json
import logging
import re
from datetime import datetime
from typing import Dict, List, Optional, Any, Tuple
from dataclasses import dataclass, asdict, field
from pathlib import Path

# Configure logging
logging.basicConfig(
    level=logging.INFO,
    format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
)
logger = logging.getLogger(__name__)

@dataclass
class Entity:
    """Extracted entity from document."""
    entity_id: str
    entity_type: str
    name: str
    properties: Dict = field(default_factory=dict)
    source_document: str = ""
    confidence: float = 1.0

@dataclass
class Axiom:
    """Extracted axiom/fact from document."""
    axiom_id: str
    subject: str
    predicate: str
    object: str
    confidence: float = 1.0
    source_document: str = ""

@dataclass
class Relationship:
    """Relationship between entities."""
    source_entity: str
    target_entity: str
    relationship_type: str
    properties: Dict = field(default_factory=dict)

@dataclass
class IngestionResult:
    """Result from document ingestion."""
    document_id: str
    document_path: str
    entities: List[Entity]
    axioms: List[Axiom]
    relationships: List[Relationship]
    ingested_at: str = field(default_factory=lambda: datetime.utcnow().isoformat())
    success: bool = True
    error: Optional[str] = None

class EntityExtractor:
    """Extracts entities from text."""

    # Common entity patterns
    PATTERNS = {
        "SYSTEM": [r'\b(Genesis|AIVA|Claude|Gemini|Redis|PostgreSQL|Qdrant)\b'],
        "API": [r'\b(\w+(?:_\w+)*(?:API|api|Skill|skill))\b'],
        "FILE": [r'([A-Za-z]:\\|/)[\w/\\.-]+\.\w+'],
        "CONFIG": [r'\b(\w+(?:_KEY|_TOKEN|_SECRET|_CONFIG))\b'],
        "PERSON": [r'\b([A-Z][a-z]+\s[A-Z][a-z]+)\b'],
        "DOMAIN": [r'\b(\w+\.(?:com|io|ai|dev|org))\b'],
    }

    def extract(self, text: str, source: str = "") -> List[Entity]:
        """
        Extract entities from text.

        Args:
            text: Text to extract from
            source: Source document name

        Returns:
            List of extracted Entity objects
        """
        entities = []
        seen = set()

        for entity_type, patterns in self.PATTERNS.items():
            for pattern in patterns:
                for match in re.finditer(pattern, text):
                    name = match.group(1) if match.lastindex else match.group(0)
                    if name.lower() not in seen:
                        seen.add(name.lower())
                        entities.append(Entity(
                            entity_id=f"e_{hash(name) % 100000}",
                            entity_type=entity_type,
                            name=name,
                            source_document=source,
                            confidence=0.8
                        ))

        return entities

class AxiomExtractor:
    """Extracts axioms/facts from text."""

    def extract(self, text: str, source: str = "") -> List[Axiom]:
        """
        Extract axioms from text.

        Args:
            text: Text to extract from
            source: Source document name

        Returns:
            List of extracted Axiom objects
        """
        axioms = []

        # Pattern: "X is Y" statements
        is_pattern = r'(\b[A-Z][a-z]+(?:\s[A-Z][a-z]+)*)\s+is\s+(?:a\s+)?([^.]+)\.'
        for match in re.finditer(is_pattern, text):
            axioms.append(Axiom(
                axiom_id=f"a_{hash(match.group(0)) % 100000}",
                subject=match.group(1),
                predicate="is",
                object=match.group(2).strip(),
                source_document=source
            ))

        # Pattern: "X uses Y" statements
        uses_pattern = r'(\b[A-Z][a-z]+(?:\s[A-Z][a-z]+)*)\s+uses\s+([^.]+)\.'
        for match in re.finditer(uses_pattern, text):
            axioms.append(Axiom(
                axiom_id=f"a_{hash(match.group(0)) % 100000}",
                subject=match.group(1),
                predicate="uses",
                object=match.group(2).strip(),
                source_document=source
            ))

        # Pattern: "X can Y" statements
        can_pattern = r'(\b[A-Z][a-z]+(?:\s[A-Z][a-z]+)*)\s+can\s+([^.]+)\.'
        for match in re.finditer(can_pattern, text):
            axioms.append(Axiom(
                axiom_id=f"a_{hash(match.group(0)) % 100000}",
                subject=match.group(1),
                predicate="can",
                object=match.group(2).strip(),
                source_document=source
            ))

        return axioms

class RelationshipMapper:
    """Maps relationships between entities."""

    def map_relationships(self, entities: List[Entity], text: str) -> List[Relationship]:
        """
        Map relationships between entities.

        Args:
            entities: Extracted entities
            text: Source text

        Returns:
            List of Relationship objects
        """
        relationships = []

        # Simple co-occurrence based relationship
        entity_names = {e.name.lower(): e for e in entities}

        # Check for entities mentioned together in sentences
        sentences = re.split(r'[.!?]', text)
        for sentence in sentences:
            sentence_lower = sentence.lower()
            found_entities = [
                e for name, e in entity_names.items()
                if name in sentence_lower
            ]

            # Create relationships between co-occurring entities
            for i, e1 in enumerate(found_entities):
                for e2 in found_entities[i+1:]:
                    relationships.append(Relationship(
                        source_entity=e1.entity_id,
                        target_entity=e2.entity_id,
                        relationship_type="mentioned_with",
                        properties={"context": sentence[:100]}
                    ))

        return relationships

class KnowledgeIngestionPipeline:
    """
    Main knowledge ingestion pipeline.

    Usage:
        pipeline = KnowledgeIngestionPipeline(memory_bridge)
        result = pipeline.ingest("/path/to/document.md")
    """

    def __init__(self, memory_bridge=None):
        """
        Initialize the pipeline.

        Args:
            memory_bridge: MemoryBridge for storing knowledge
        """
        self.memory_bridge = memory_bridge
        self.entity_extractor = EntityExtractor()
        self.axiom_extractor = AxiomExtractor()
        self.relationship_mapper = RelationshipMapper()
        self.ingestion_log: List[IngestionResult] = []
        logger.info("KnowledgeIngestionPipeline initialized")

    def ingest(self, document_path: str) -> IngestionResult:
        """
        Ingest a document into knowledge base.

        Args:
            document_path: Path to document

        Returns:
            IngestionResult with extracted knowledge
        """
        path = Path(document_path)
        document_id = f"doc_{hash(str(path)) % 100000}"

        logger.info(f"Ingesting document: {path.name}")

        try:
            # Read document
            text = self._read_document(path)

            # Extract entities
            entities = self.entity_extractor.extract(text, path.name)
            logger.debug(f"Extracted {len(entities)} entities")

            # Extract axioms
            axioms = self.axiom_extractor.extract(text, path.name)
            logger.debug(f"Extracted {len(axioms)} axioms")

            # Map relationships
            relationships = self.relationship_mapper.map_relationships(entities, text)
            logger.debug(f"Mapped {len(relationships)} relationships")

            result = IngestionResult(
                document_id=document_id,
                document_path=str(path),
                entities=entities,
                axioms=axioms,
                relationships=relationships
            )

            # Store in RLM
            if self.memory_bridge:
                self._store_in_rlm(result)

            self.ingestion_log.append(result)
            logger.info(
                f"Ingested {path.name}: "
                f"{len(entities)} entities, {len(axioms)} axioms, {len(relationships)} relationships"
            )

            return result

        except Exception as e:
            logger.error(f"Ingestion failed: {e}")
            result = IngestionResult(
                document_id=document_id,
                document_path=str(path),
                entities=[],
                axioms=[],
                relationships=[],
                success=False,
                error=str(e)
            )
            self.ingestion_log.append(result)
            return result

    def ingest_text(self, text: str, source_name: str = "direct_input") -> IngestionResult:
        """
        Ingest text directly (not from file).

        Args:
            text: Text content to ingest
            source_name: Name for the source

        Returns:
            IngestionResult
        """
        document_id = f"text_{hash(text[:100]) % 100000}"

        entities = self.entity_extractor.extract(text, source_name)
        axioms = self.axiom_extractor.extract(text, source_name)
        relationships = self.relationship_mapper.map_relationships(entities, text)

        result = IngestionResult(
            document_id=document_id,
            document_path=source_name,
            entities=entities,
            axioms=axioms,
            relationships=relationships
        )

        if self.memory_bridge:
            self._store_in_rlm(result)

        self.ingestion_log.append(result)
        return result

    def _read_document(self, path: Path) -> str:
        """Read document content."""
        suffix = path.suffix.lower()

        if suffix in ['.txt', '.md', '.py', '.json', '.yaml', '.yml']:
            return path.read_text(encoding='utf-8')
        elif suffix == '.pdf':
            # Would use PyPDF2 or similar
            logger.warning(f"PDF reading not implemented, skipping {path}")
            return ""
        elif suffix in ['.docx', '.doc']:
            # Would use python-docx
            logger.warning(f"Word document reading not implemented, skipping {path}")
            return ""
        else:
            return path.read_text(encoding='utf-8', errors='ignore')

    def _store_in_rlm(self, result: IngestionResult) -> None:
        """Store ingestion result in RLM."""
        try:
            # Store entities
            for entity in result.entities:
                self.memory_bridge.store_memory(
                    content=asdict(entity),
                    memory_type="entity",
                    metadata={
                        "entity_type": entity.entity_type,
                        "name": entity.name,
                        "id": entity.entity_id
                    }
                )

            # Store axioms
            for axiom in result.axioms:
                self.memory_bridge.store_memory(
                    content=asdict(axiom),
                    memory_type="entity",
                    metadata={
                        "entity_type": "axiom",
                        "name": f"{axiom.subject} {axiom.predicate} {axiom.object}",
                        "id": axiom.axiom_id
                    }
                )

            logger.debug(f"Stored {len(result.entities)} entities and {len(result.axioms)} axioms in RLM")

        except Exception as e:
            logger.error(f"Failed to store in RLM: {e}")

    def get_stats(self) -> Dict:
        """Get ingestion statistics."""
        total = len(self.ingestion_log)
        successful = sum(1 for r in self.ingestion_log if r.success)
        total_entities = sum(len(r.entities) for r in self.ingestion_log)
        total_axioms = sum(len(r.axioms) for r in self.ingestion_log)
        total_relationships = sum(len(r.relationships) for r in self.ingestion_log)

        return {
            "documents_ingested": total,
            "successful": successful,
            "failed": total - successful,
            "total_entities": total_entities,
            "total_axioms": total_axioms,
            "total_relationships": total_relationships
        }

# Singleton instance
_pipeline: Optional[KnowledgeIngestionPipeline] = None

def get_knowledge_pipeline(memory_bridge=None) -> KnowledgeIngestionPipeline:
    """Get or create singleton pipeline."""
    global _pipeline
    if _pipeline is None:
        _pipeline = KnowledgeIngestionPipeline(memory_bridge)
    return _pipeline

if __name__ == "__main__":
    # Example usage
    pipeline = KnowledgeIngestionPipeline()

    # Ingest some sample text
    sample_text = """
    Genesis is an autonomous AI system. AIVA is the Queen AI of Genesis.
    AIVA uses Claude Code for coding tasks. Genesis uses PostgreSQL for storage.
    The system can process documents and extract knowledge automatically.
    Redis is used for real-time caching. Qdrant handles vector embeddings.
    """

    result = pipeline.ingest_text(sample_text, "sample_document")

    print(f"\nIngestion Result:")
    print(f"  Document ID: {result.document_id}")
    print(f"  Success: {result.success}")

    print(f"\nEntities ({len(result.entities)}):")
    for e in result.entities[:5]:
        print(f"  [{e.entity_type}] {e.name}")

    print(f"\nAxioms ({len(result.axioms)}):")
    for a in result.axioms[:5]:
        print(f"  {a.subject} {a.predicate} {a.object}")

    print(f"\nRelationships ({len(result.relationships)}):")
    for r in result.relationships[:5]:
        print(f"  {r.source_entity} --{r.relationship_type}--> {r.target_entity}")

    print(f"\nStats: {pipeline.get_stats()}")