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 \section{Projects}
   \resumeSubHeadingListStartBullets
+
+        
+    \resumeSubItem{Preprint: Rule-based Tensor Mutations Embedded within LLMs for Low-Cost Mathematical Computation}
+      {Authored a novel architecture enhancement embedding deterministic tensor mutation modules within transformer-based LLMs (LLaMA 3B) to enable low-latency, step-wise accurate arithmetic and linear algebra computation. Leveraged GPU-optimized fixed-index tensor operations to circumvent probabilistic inference bottlenecks, achieving substantial improvements in mathematical reasoning benchmarks without retraining or external symbolic engines. Published on TechRxiv.}
+
+  \resumeSubItem{MQTT–to–Push Notification Pipeline}
+  {Developed a 3-repository system to ingest MQTT5 messages and forward them as mobile push notifications via \texttt{ntfy}. Benchmarked ingestion libraries in both C++ and Rust, with Rust outperforming at \textbf{10M notifications/s} (1 KB each). Deployed a Python-based deduplicating ingest service using hash sets, which has successfully relayed 10k+ real-time news alerts to devices in the August of 2025. Designed for scalability, throughput, and reliability in high-volume messaging.}
     \resumeSubItem{Matrix FS}
       {Developed a Layer 2 distributed storage protocol atop IPFS, implemented in Rust with a performant Tauri-based Svelte frontend. Engineered end-to-end encrypted file sharing using AES-256-CBC and ChaCha20-Poly1305 AEAD schemes with deterministic tokenization for content addressing. Extended IPFS functionality with MIME type encoding to enable file-type-aware decentralized storage and retrieval. Integrated SurrealDB ticketing over Tor hidden services to facilitate privacy-preserving access control and auditability.}
       
@@ -139,12 +146,7 @@
 
     \resumeSubItem{2022 Regional Science Fair Project}
       {Architected an AI-driven personalized learning assistant combining OpenAI API integration and self-hosted GPT-2 models for scalable, context-aware content recommendation. Engineered multi-modal resource retrieval aggregating scientific papers, educational videos, and curated articles with semantic similarity search and relevance ranking for comprehensive knowledge dissemination.}
-      
-    \resumeSubItem{CS IA: Electronic Health Records System}
-      {Built a robust client-server Java application for secure EHR management, featuring TCP/IP socket communication, custom object-oriented data models, and an intuitive Swing-based GUI. Implemented optimized quicksort algorithms for fast patient record querying and sorting. Integrated SMB network shares for centralized file storage with authentication and access control mechanisms, ensuring HIPAA-aligned data confidentiality and integrity.}
 
-    \resumeSubItem{Preprint: Rule-based Tensor Mutations Embedded within LLMs for Low-Cost Mathematical Computation}
-      {Authored a novel architecture enhancement embedding deterministic tensor mutation modules within transformer-based LLMs (LLaMA 3B) to enable low-latency, step-wise accurate arithmetic and linear algebra computation. Leveraged GPU-optimized fixed-index tensor operations to circumvent probabilistic inference bottlenecks, achieving substantial improvements in mathematical reasoning benchmarks without retraining or external symbolic engines. Published on TechRxiv.}
 
     \resumeSubItem{Home Infrastructure and OSS Deployment}
       {Designed, implemented, and maintain a scalable, enterprise-grade self-hosted infrastructure supporting ~50 concurrent users with partial monetization. The system architecture includes three high-availability servers orchestrating over 40 Docker containers leveraging microservices for mail servers (Postfix, Dovecot), LangChain and LangFlow NLP automation workflows, n8n event-driven automation, multicast RTP streaming clusters, WireGuard VPN mesh networking, and multiple static/dynamic web services. Contributed upstream patches and custom modules to OSS projects, while developing bespoke tooling for advanced network routing, storage management ($\ge$ 150 TB NAS with ZFS), container orchestration, and secure access gateways following zero-trust principles.}
@@ -156,6 +158,7 @@
 \resumeSubItem{SSH-Driven Portfolio Site}
   {Deployed a web-accessible terminal prompt at \href{https://krishna.ayyalasomayajula.net}{krishna.ayyalasomayajula.net}, inviting users to connect via \texttt{ssh krishna@krishna.ayyalasomayajula.net} for a fully interactive TUI showcase. Designed with Next.js and Tailwind CSS, featuring Aceternity-inspired cursor effects and a cinematic blur aesthetic. The SSH endpoint launches a native C++ FTXUI interface highlighting projects, real-time system status, and personalized Easter eggs, emphasizing a hacker-first, command-line-native identity.}
 
+
   \resumeSubHeadingListEnd
 
   %-----------INVOLVEMENT-----------------