i feel like this is pretty close to what is needed going forward

resume.tex

@@ -135,7 +135,8 @@
         
     \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{Real-Time Quantitative Analysis Streamer}
+{Independently engineered a high-frequency financial data ingestion and analysis platform for a family quant team, sustaining \textbf{100K datapoints/s} via Kafka, Mosquitto MQTT, and DXLink streaming. Integrated Tastytrade APIs and Paho clients with a ClickHouse backend for low-latency tick storage and real-time analytics. Developed C++-based computational modules executing LSTM-driven predictive models alongside live Heston and Black–Scholes pricing for SPX, NDX, and derivative instruments. Built a Grafana observability dashboard for latency, spread, and volatility metrics, enabling continuous AI-enhanced market insight and fully automated pipeline reliability—driving a \textbf{60\% portfolio profit in Q1 2025}.}
   \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.sh}. 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}
@@ -159,6 +160,7 @@
   {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-----------------
@@ -206,48 +208,57 @@
       {Tied for 10th place. Demonstrated proficiency in competitive algorithmic programming and system optimization.}
 
     \resumeSubItem{NSA Codebreaker Challenge — November 2024}
-      {Solved 5 advanced tasks involving real-world cyber scenarios including protocol exploitation, red team tooling, and reverse engineering.}
-
-
+      {Solved 5 advanced tasks involving real-world cyber scenarios including protocol exploitation, red team tooling, and reverse engineering.} 
 
+      \resumeSubItem{National Merrit Commendation - PSAT 2024-2025 scholastic year}
+        {Ranked within the top 50,000 NMSQT PSAT scorers. Demonstrated proficiency in both reading and writing sections on standardized exams. }
   \resumeSubHeadingListEnd
 
-\section{Skills}
+\newpage
+  \section{Skills}
 \begin{itemize}[leftmargin=0.15in, label={}]
   \small{\item{
-    \textbf{Languages}{: Rust $(5/5)$, Async Rust, Python, Java, Bash/ZSH, C/C++, PowerShell, TypeScript, Solidity, SQL, YAML, TOML, JSON, Protobuf} \\
 
-    \textbf{Networking \& Protocols}{: WireGuard, Tailscale, Yggdrasil, Tor, I2P, I2C/SPI, DNS, DHCP, TLS, HTTP/2, gRPC, QUIC, SCTP, TCP/IP stack analysis, NTP/SNTP fuzzing} \\
+    \textbf{Languages}{: Rust (async, embedded, unsafe, FFI), C, C++, Python, Java, Bash/ZSH, PowerShell, TypeScript, Solidity, SQL, YAML, TOML, JSON, Protobuf, Lua, HCL} \\
 
-    \textbf{Security \& Offensive Tooling}{: Reverse engineering, binary exploitation, ROP, shellcode crafting, steganography, malware analysis, client-auth via ephemeral keys} \\
-    \textbf{Red Team Tooling}{:} 
+    \textbf{C++/Rust Libraries}{: STL, Boost, Qt, Eigen, OpenCV, fmt, spdlog, nlohmann::json, pybind11, OpenSSL, Botan, RESTinio, Protobuf, tokio, hyper, axum, tonic, serde, rayon, dashmap, crossbeam, criterion, Polars, tch-rs, ndarray, rusqlite, reqwest, tracing, tower} \\
+
+    \textbf{Computational Engineering \& Scientific Computing}{:}
     \begin{itemize}[leftmargin=0.1in]
-      \item \textit{Recon:} \texttt{amass, subfinder, assetfinder, dnsx, httpx, ffuf, waybackurls, gau, hakrawler, katana, shodan, theHarvester}
-      \item \textit{Web Vuln:} \texttt{nikto, sqlmap, XSStrike, wfuzz, dalfox, Nuclei, Burp Suite Pro, OWASP ZAP, dirsearch}
-      \item \textit{Post-Exploitation:} \texttt{Empire, Covenant, Metasploit, Cobalt Strike, Pupy, Sliver, Ligolo, netexec (CrackMapExec), mimikatz, impacket}
-      \item \textit{Active Directory:} \texttt{BloodHound, SharpHound, Rubeus, Kerbrute, ntlmrelayx, secretsdump, ldapsearch, adidnsdump, dcsync}
-      \item \textit{Privilege Escalation:} \texttt{linPEAS, winPEAS, pspy, gtfobins, BeRoot, PowerUp, JuicyPotato, Seatbelt}
-      \item \textit{Payloads \& C2:} \texttt{msfvenom, Unicorn, Veil, Nishang, CS, Covenant, Mythic, Havoc}
-      \item \textit{Exploitation/Scanning:} \texttt{nmap, rustscan, masscan, Nessus, OpenVAS, metasploit, searchsploit, exploitdb}
-      \item \textit{WiFi/Bluetooth:} \texttt{aircrack-ng, kismet, hcxdumptool, bettercap, hydra}
-      \item \textit{Misc:} \texttt{tcpdump, tshark, Wireshark, mitmproxy, socat, responder, evil-winrm, fcrackzip, hashcat, John, nginx}
+      \item \textit{Core Numerical Libraries:} BLAS, LAPACK, Eigen, NumPy, SciPy, JAX, autograd, SymPy
+      \item \textit{ODE/PDE Solvers:} Runge–Kutta (RK4/RK45), Adams–Bashforth, backward Euler, differential equation modeling in SciPy and JAX
+      \item \textit{Optimization \& Linear Algebra:} cvxpy, scipy.optimize, least-squares solvers, matrix factorization, eigenvalue problems
+      \item \textit{GPU \& Parallel Acceleration:} NVIDIA CUDA Toolkit, cuBLAS, cuDNN, Numba, cupy, OpenMP, multithreading with Rayon (Rust)
+      \item \textit{Data Analysis \& Visualization:} pandas, 1polars, matplotlib, seaborn, Plotly, Jupyter, interactive scientific dashboards
+      \item \textit{Mathematical Tools:} MATLAB, GNU Octave, numerical integration, Fourier transforms, curve fitting, symbolic computation
     \end{itemize}
 
-    \textbf{Big Data \& Analytics}{: TimescaleDB, hypertables, ClickHouse, Apache Kafka, Roaring Bitmaps, Redis Streams, Pinecone, Bloom Filters} \\
+    \textbf{Cybersecurity}{: Reverse engineering, binary exploitation, heap/ROP attacks, forensics, persistence, protocol design, privilege escalation research} \\
 
-    \textbf{Backend/Data Infra}{: PostgreSQL, SQLite, Redis, MinIO, gRPC, Flatbuffers, REST APIs, custom protocol engineering (binary/streamed), Kafka Connect} \\
+    \textbf{Red/Blue Team Tooling}{: nmap, rustscan, masscan, Burp Suite, sqlmap, amass, nuclei, ffuf, netexec, impacket, mimikatz, Metasploit, BloodHound, Rubeus, linPEAS, Wireshark, volatility, hashcat, john, stegseek, responder, mitmproxy} \\
 
-    \textbf{Cloud \& IaC}{: AWS (EC2, S3, Lambda, CloudFront, Route 53, IAM, Secrets Manager), Terraform, OCI, Cloud-init, systemd cloud unit orchestration} \\
+    \textbf{Networking \& Protocols}{: WireGuard, Tailscale, Tor, QUIC, HTTP/3, TLS 1.3, DNS, DHCP, NTP, MQTT5, gRPC, Kafka, custom protocol design, packet crafting, NAT traversal} \\
 
-    \textbf{Linux \& Systems}{: Arch Linux, Debian, kernel patching, cgroups v2, namespaces, FUSE, sandboxing (bubblewrap, Firejail), QEMU/KVM, LXC, systemd, BPF/eBPF, AppArmor, Seccomp} \\
+    \textbf{Systems \& Linux Administration}{: Arch, Debian, Proxmox VE, kernel tuning, cgroups v2, namespaces, FUSE, BPF/eBPF, Seccomp, AppArmor, PAM, sandboxing (bubblewrap, Firejail), debugging (gdb, strace, ltrace, bpftrace), systemd automation} \\
 
-    \textbf{Cryptography}{: ChaCha20Poly1305, Argon2id, Ed25519, ECDSA, Kyber1024, Dilithium5, AES-GCM, X25519, TLS 1.3, NaCl/Libsodium, custom HMAC/KDF schemes} \\
+    \textbf{Server \& Infrastructure Management}{: Operate 40+ Docker/Podman containers across HA servers for mail, web, and compute services (\texttt{Postfix, Dovecot, nginx, HAProxy, Traefik, MinIO, Redis, PostgreSQL, TimescaleDB, ClickHouse, Grafana, Prometheus, Loki, Vaultwarden, Matrix, Gitea, Forgejo}). Implements encrypted replication, zero-trust networking, and full observability.} \\
 
-    \textbf{DevOps \& Tooling}{: Git, GitHub Actions, Make, CMake, Cargo, Docker, Podman, Nix, systemtap, gdb, perf, strace, tmux, jinja2, jq, yq, GNU coreutils}
+    \textbf{Backend \& Distributed Systems}{: PostgreSQL, SQLite, Redis, MinIO, Kafka, NATS, MQTT, gRPC, REST, WebSockets, Axum, Actix, FastAPI, caching layers, sharding, stream processing} \\
+
+    \textbf{Cloud, Virtualization \& IaC}{: AWS (EC2, S3, Route 53, Lambda, IAM, CloudFormation), Terraform, Proxmox, Nix/NixOS, Docker Swarm, Kubernetes (K3s), WireGuard mesh} \\
+
+    \textbf{DevOps, CI/CD \& Build Systems}{: Git, GitHub Actions, GitLab CI, CMake, Make, Cargo, Bazel, Nix Flakes, Jenkins, tmux, jq, reproducible builds, cosign, cppcheck, valgrind, static analysis, container hardening} \\
+
+    \textbf{Monitoring \& Observability}{: Grafana, Prometheus, Loki, node\_exporter, perf, tracing, uptime-kuma} \\
+
+    \textbf{Frontend \& Interface Development}{: Tauri, React/Next.js, Svelte, TailwindCSS, TypeScript, Electron, ImGui, FTXUI, wasm-bindgen, wasm-pack} \\
+
+    \textbf{Embedded \& Hardware}{: STM32, ESP32, Arduino, Raspberry Pi, I2C/SPI/UART, telemetry, cross-compilation (cargo-embed, probe-rs, OpenOCD), RTOS, edge computing nodes} \\
+
+    \textbf{Skill Profile Summary}{: Advanced in Rust, C++, and Linux administration with specialization in containerized infrastructure, distributed systems, and numerical computation. Experienced in GPU acceleration, ODE solving, and scientific programming using Python and C++.}
   }}
 \end{itemize}
 
-
 %-------------------------------------------
 \end{document}