X: 000 | Y: 000

SECURITY_ALERT // IPS MITIGATION

INTEGRITY RE-ROUTE OR RATE-LIMIT FLOOD DETECTED ON CLIENT NODE.

sys // rate_limiter.log
[ALERT] EXCESSIVE HTTP/DOM REQUEST FLOOD DETECTED
[ALERT] THREAT LEVEL: MITIGATING (DDOS PREVENTED)
[INFO] CLIENT LOCKOUT COOLDOWN INITIATED...
[TIME] RESUMING SYSTEM ACCESS IN: 10s
SYS_ARCHIVE_NODE // v1.0.24
11:37:20+05:30

Lily’s Operating System

“everything is a system, and this is mine.”

01 // DOMAIN_SYS [TXT_DOC]
DOMAINS & Manifesto

AI in bioinformatics, astronomy, sustainability

Why do I build? Statement of purpose and active research domains exploring gene alignments, astronomy data grids, and resource sustainability.

OPEN_DOMAINS >>
02 // WORK_SYS [RAIL_DB]
CRIS_RAILWAYS

CRIS (Centre for Railways & Information Systems)

National scale railways telemetry engineering. Exploring dispatch engines, timetabling arrays, and database performance during my internship.

LOAD_DATABASE >>
03 // DIARY_CONN [BLOG_LOG]
BLOGS & CONNECT

DIARY LOGS & CONNECTIONS

Personal diary writing (neurodiversity and system architecture) and connect portals (GitHub, LinkedIn, YouTube vlogs).

READ_DIARY >>
LIVE SYSTEM CONSOLE LOGS
[11:37:20] Initializing Brutalist Engine interface...
[11:37:21] Server connected: CRIS_NODE_CENTRAL (New Delhi)
[11:37:22] System Ready. Awaiting user input. Click directories to traverse...
01 //

DOMAINS & IDEOLOGY

STATEMENT_OF_PURPOSE.TXT

"Software is modern infrastructure. Like concrete, it should be robust, visible, and functional—not hidden under layers of decorative, bloated polish."

My engineering ideology is deeply inspired by Brutalist Architecture. I believe that software should expose its structural mechanics, layout, and interfaces with raw honesty. Today's web is bloated with cosmetic animations, tracking scripts, and complex abstraction layers that mask fragile foundations.

As an engineer, my mission is to build systems with uncompromising reliability, computational efficiency, and architectural clarity. Whether optimizing national railway scheduling engines at CRIS or training reinforcement learning models, I design systems that:

  • Respect constraints: Work elegantly within resources rather than demanding more compute.
  • Expose the plumbing: Design APIs and interfaces that don't hide their modes of failure.
  • Resist decay: Write clean, dependency-minimal code that stands the test of time.
FIG 1.1: ARCHITECTURAL INTEGRITY METRIC
ACTIVE_RESEARCH_DOMAINS.CFG
AI in Bioinformatics
Data Research in Astronomy
Environmental Sustainability
CORE_TENETS.BIN
01
Visible Integrity over Decorative Bloat
02
Expose failure paths immediately
03
Honoring constraints breed efficiency
SYSTEM DETAILS

Click any research domain or core tenet above to extract system payload...

02 //

CURRENT WORK // CRIS DIVISION

CENTRE FOR RAILWAY INFORMATION SYSTEMS
DEPARTMENT: TRAIN DISPATCH AND SCHEDULING INFRASTRUCTURE
LIVE STATION DEPARTURE STATUS
TRAIN NO. TRAIN NAME DESTINATION STATUS / MARGIN PLATFORM
12626 KERALA EXPRESS NEW DELHI (NDLS) RUNNING ON TIME PF-2
12002 BOPAL SHATABDI NEW DELHI (NDLS) DELAYED // +15M PF-1
12423 RAJDHANI EXPRESS NEW DELHI (NDLS) RUNNING ON TIME PF-4
24601 SYS_CRIS EXPRESS MEM_POOL_0x7F SYSTEM TEST ROUTE VIRTUAL
UNDER THE HOOD AT CRIS

I currently work at the Centre for Railway Information Systems (CRIS), an autonomous organization under the Ministry of Railways, India. CRIS builds and maintains the core IT backbone of Indian Railways.

Working on one of the world's largest rail networks comes with high-concurrency systems constraints:

  • Real-Time Telemetry: Optimized network ingest queues handling real-time GPS locations of thousands of operating locomotives simultaneously.
  • Database performance: Tuned relational schema architectures, indexes, and caching strategies to process millions of train scheduling events, status logs, and booking records daily.
  • High Availability: Ensured robust fallback mechanisms for the dispatch networks to keep trains moving even in the event of local data node disruptions.
SYSTEM_INFRASTRUCTURE.SPEC
FIG 2.2: CRIS DATA_TRAIN UNIT
DATABASE_ENG: PostgreSQL / Oracle DB
TELEMETRY_BUS: Kafka / RabbitMQ
CONCURRENCY: >50,000 req/sec
SYSTEMS_LANG: Java / C++ / Go
CRIS TRANSIT RECORD
FROM: DEV_ENVIRONMENT TO: CRIS_PROD_NET VALIDITY: UNLIMITED PNR: 981-8273619
04 //

PROJECTS ARCHIVE

SYS_01 // REINFORCEMENT_LEARNING

SAFE_MED_RL

A safe Reinforcement Learning framework for controlling safety-critical medical devices. Implements DQN and PPO agents constrained within safety envelopes to prevent toxic dosing or system damage.

PPO TRAINING CONVERGENCE
Python PyTorch Gymnasium
SYS_02 // NLP & SECURITY

SECURE_NL2SQL

Natural Language to SQL converter. Translates complex human queries into SQL while piping syntax trees through rigorous defensive lint rules, semantic sandboxing, and SQL injection prevention systems.

term // query_validate.py
> Input: "Delete all users where..."
> SECURITY_ALERT: DESTRUCTIVE ACTION DETECTED
> STATE: QUERY_REJECTED
Python LlamaIndex SQLiteParser
SYS_03 // CONTROL_SYSTEMS

CONTROLLER_BENCHMARK

Real-time analysis suite comparing traditional control loop controllers (PID) with deep learning architectures (PPO, DQN) in simulated chemical process plants. Exposes latency, overshoot parameters, and hardware cycles.

C++ Rust WebAssembly
CRIS_SOUND_BOARD.WAV

Generate synthesized retro railway station audio on the fly:

OVER-ENGINEERED TOASTER.SYS
220V
60s
TOASTER STATE: IDLE // WAITING FOR BREAD
CRIS_TERMINAL_EMULATOR.SH

Manually override railway routing codes to clear blocks:

*** CRIS CENTRAL RAIL OVERRIDE ***
TRACK-01 STATUS: BLOCKAGE DETECTED
Type 'fix' or 'signal' below to clear:
>
03 //

BLOGS & CONNECT

SOCIAL_CONNECTIONS.LINK

Establish data link with sys_admin:

lilycore@connect-link:~$ ping -c 3 github.com
64 bytes from github.com: icmp_seq=1 ttl=56 time=12.4 ms
64 bytes from github.com: icmp_seq=2 ttl=56 time=11.8 ms
STATUS: CONNECTION ACTIVE.
DIARY_LOGS.BIN
2026-07-11 [TECH_SIM]

Toasting at 440V: Safety-Critical Hardware Boundaries

Exposing the mathematics behind toast combustion. A study in combining physical constraints with virtual safety envelopes in our over-engineered simulator.

2026-07-08 [SYSTEM_LIFE]

Neurodivergent Architectures: Micro-managing with Binaries

Using rigid compiler boundaries, standard library modularity, and monospace grids to create a sensory-stable, highly organized cognitive runtime environment.

2026-06-30 [RESEARCH]

AI in Bioinformatics: Graph Networks for Gene Matching

Exploring the intersection of data density, neural nets, and DNA sequencing telemetry. Why biological data matches the scale requirements of astrophysics.

DIARY_LOG_METADATA

System Diary Active

Select a diary log from the list above to mount its text blocks...