chore(docs): Add week 11,12,13 reports Atarashi

docs/2025/atarashi-enhancement/updates/2025-07-16.md

@@ -23,8 +23,7 @@ This week was largely focused on **recovery**, as I was still recovering from th
 
 *(July 16, 2025)*
 
-### Attendees
-
+## Attendees
 * [Rajul Jha](https://github.com/rajuljha)
 * [Sushant](https://github.com/its-sushant)
 * [Kaushlendra](https://github.com/Kaushl2208)

docs/2025/atarashi-enhancement/updates/2025-08-13.md

@@ -0,0 +1,61 @@
+---
+title: Week 11
+author: Rajul Jha  
+tags: [gsoc25, Atarashi]
+---
+
+<!--  
+SPDX-License-Identifier: CC-BY-SA-4.0  
+SPDX-FileCopyrightText: 2025 Rajul Jha <rajuljha49@gmail.com>  
+-->
+
+# Week 11
+
+*(August 07, 2025 - August 13, 2025)*
+
+## Overview
+
+This week focused on completing the **UI integration of Atarashi** within FOSSology and refining its configuration workflow. The agent is now being **triggered seamlessly from the UI using the scheduler**, ensuring that users can run Atarashi directly from the FOSSology interface.
+
+---
+
+## Development Progress
+
+* Completed the **Atarashi UI integration** with FOSSology.
+* Finalized the **configuration setup** in `atarashi.conf`.
+* Verified that the agent can be triggered **end-to-end from the UI via scheduler**.
+* Conducted extensive testing on different file types.
+* Identified **two performance bottlenecks**:
+  1. **Database transactions** were expensive and slowed down processing.  
+  2. The **algorithms themselves are inherently computationally heavy**, requiring exploration of faster alternatives such as **Locality-Sensitive Hashing (LSH)**.
+
+---
+
+## Attendees
+
+* [Rajul Jha](https://github.com/rajuljha)
+* [Sushant](https://github.com/its-sushant)
+* [Kaushlendra](https://github.com/Kaushl2208)
+
+
+## Meeting
+
+* Reviewed testing results with mentors.  
+* Discussed **short-term optimizations** (DB-level improvements) vs. **long-term solutions** (rethinking algorithmic complexity).  
+* Consensus: address DB transaction overhead first, while keeping algorithmic improvements as a future direction.
+
+---
+
+## Status
+
+* UI integration completed.  
+* Agent fully schedulable and triggerable from FOSSology UI.  
+* Performance issues identified and documented.  
+
+---
+
+## Next Steps
+
+* Optimize **DB transactions** via bulk operations.  
+* Introduce caching to reduce redundant writes.  
+* Investigate feasibility of **LSH-based optimizations** for longer-term improvements.  

docs/2025/atarashi-enhancement/updates/2025-08-20.md

@@ -0,0 +1,63 @@
+---
+title: Week 12
+author: Rajul Jha  
+tags: [gsoc25, Atarashi]
+---
+
+<!--  
+SPDX-License-Identifier: CC-BY-SA-4.0  
+SPDX-FileCopyrightText: 2025 Rajul Jha <rajuljha49@gmail.com>  
+-->
+
+# Week 12
+
+*(August 14, 2025 - August 20, 2025)*
+
+## Overview
+
+This week was dedicated to **optimizing Atarashi’s performance**, particularly addressing the **database transaction bottlenecks** identified earlier. The improvements led to significant efficiency gains during execution.
+
+---
+
+## Development Progress
+
+* Implemented **bulk insertion of license results** into the database. DB transactions could be 
+improved by doing bulk insertion into the database using query aggregation. Previously, it was one 
+trasaction for one row in the license table, but now, the agent first scans and identifies multiple 
+rows that need to be inserted and then does a bulk insertion step to insert them in a single 
+transaction. This saves valuable time during DB trasactions.
+
+* Added **license caching** inside DB tables.  
+  * Before inserting, the agent now checks if the license entry already exists.  
+  * If yes → skip insertion.  
+  * Prevents duplicate writes and improves efficiency.  
+
+* Noted that algorithmic complexity (second issue from Week 11) still needs further research (e.g., LSH), but DB-level optimizations already provide noticeable improvements.
+
+---
+
+## Attendees
+
+* [Rajul Jha](https://github.com/rajuljha)
+* [Sushant](https://github.com/its-sushant)
+
+## Meeting
+
+* Demonstrated bulk insertion and caching results to mentors.  
+* Received positive feedback on optimizations.  
+* Discussed roadmap for tackling algorithmic performance in future iterations.  
+
+---
+
+## Status
+
+* **Database bottleneck resolved** with bulk insertions and caching.  
+* Significant runtime improvements observed.  
+* Algorithmic optimization still pending.  
+
+---
+
+## Next Steps
+
+* Continue exploring **faster algorithmic approaches** such as LSH.
+* Prepare groundwork for **final project report and evaluation**.  

docs/2025/atarashi-enhancement/updates/2025-08-27.md

@@ -0,0 +1,53 @@
+---
+title: Week 13
+author: Rajul Jha  
+tags: [gsoc25, Atarashi]
+---
+
+<!--  
+SPDX-License-Identifier: CC-BY-SA-4.0  
+SPDX-FileCopyrightText: 2025 Rajul Jha <rajuljha49@gmail.com>  
+-->
+
+# Week 13
+
+*(August 21, 2025 - August 27, 2025)*
+
+## Overview
+
+This week was primarily focused on wrapping up the project and completing the **final project report** for GSoC 2025.
+
+---
+
+## Development Progress
+
+* Dedicated time to documenting the project thoroughly.  
+* Wrote and finalized the **GSoC Final Project Report**, covering:  
+  * Development journey of Atarashi’s integration into FOSSology.  
+  * Key technical challenges and solutions.  
+  * Future improvements and roadmap.  
+
+* Published the final report on my blog.  
+
+📄 **Final Report Link:** [GSoC 2025 Project Report](https://rajuljha.github.io/posts/gsoc-25-project-report/)
+
+---
+## Attendees
+
+* [Rajul Jha](https://github.com/rajuljha)
+* [Sushant](https://github.com/its-sushant)
+
+
+## Status
+
+* Project milestones completed.  
+* Final report submitted and published.  
+
+---
+
+## Next Steps
+
+* Wrap up final evaluation process.  
+* Continue refining Atarashi beyond GSoC as part of ongoing contributions to FOSSology.
+
+---