ReconixACTIVE
Information gathering and vulnerability scanning built for real reconnaissance workflows — one Go binary instead of twelve browser tabs.
$ whoami
SW4NIT SOFTWARE × SECURITY × AI × MUSIC
I build secure systems, experiment with AI, and make loud noises for a living.
Software engineer by curiosity. Security researcher by obsession. Music producer by instinct.
00 / OPERATING MODES
Four operating modes
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01
BUILD
Applications, APIs, mobile apps and cloud — software people actually use.
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02
BREAK
Pentesting, recon, VAPT and OSINT — understanding systems by attacking them.
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03
THINK
Agents, automation and NLP — teaching software to do the boring parts.
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04
CREATE
Production, sound design and audio DSP — the other side of the system.
01 / CONTEXT
A little context.
I'm Swanit Anuran — a developer from Bengaluru with a computer science background and too many interests. I build with Python, Go, Kotlin and Dart, explore security tooling, and experiment with LangGraph agent pipelines.
I like going deep on systems: figuring out how an API actually behaves, where a web app leaks, how an automation pipeline should be wired, or what makes an audio plugin feel right.
Music has been the other constant — years of producing electronic music taught me more about structure, timing and taste than any textbook did.
Technology and creativity aren't separate things for me.
02 / SELECTED WORK
Things I've built.
SELECT A PROJECT FOR THE FULL STORY
LeadSync
An end-to-end AI agent workflow that discovers, enriches, scores and processes B2B prospects — a LangGraph state machine doing the boring parts.
RoomReflexBUILD×MUSIC
A VST experiment modelling adaptive room acoustics from live audio input and performance behaviour — where my code brain and music brain finally shook hands.
ActiQ
Modular AI agent experiments around context handling, decision-making and workflow automation — small parts, sharp edges.
ArgusAgent
eBPF runtime security agent hooking Linux kernel syscalls via CO-RE — real-time container threat detection with behavioral baselining and anomaly scoring.
Self-Healing CI Bot
Go webhook server that auto-triages CI failures — classifies infra issues, flaky tests, and real bugs, then retries, comments PRs, or tags reviewers.
IronWASPORIGIN STORY
Web application security testing and vulnerability assessment tooling — where the security obsession started, in plain Python.
Reconix
CYBERSECURITY / RECONNAISSANCE — ACTIVE DEVELOPMENT @RECONIXLABS
- PROBLEM
- Good recon means stitching together a dozen tools, tabs and half-documented APIs. Context gets lost between steps and findings never line up.
- APPROACH
- One focused Go CLI that chains information gathering and vulnerability scanning into structured output. Modules stay independent so new sources plug in without rewriting the core.
- TECH
- Go · OSINT sources · concurrent scanning · structured reporting
- WHAT I LEARNED
- Tooling people actually use wins over clever tooling. Also: recon is 80% data hygiene, not scanning.
LeadSync
AI / AUTOMATION — LANGGRAPH AGENT SYSTEM
- PROBLEM
- B2B prospecting is manual grind: find companies, enrich data, score fit, draft outreach. Every step is its own tab and none of them talk to each other.
- APPROACH
- A LangGraph state machine orchestrating specialised agents through discovery → enrichment → scoring → processing, with explicit state transitions instead of one giant prompt hoping for the best.
- TECH
- Python · LangGraph · agent orchestration · REST APIs · enrichment pipelines
- WHAT I LEARNED
- Agent systems are workflow engineering wearing an AI costume. Guardrails and clear state beat clever prompts every time.
RoomReflex
CREATIVE TECHNOLOGY / AUDIO DSP — VST EXPERIMENT
- PROBLEM
- Room acoustics in plugins are static presets. They ignore what you're actually playing and how the performance changes.
- APPROACH
- A VST plugin that analyses incoming audio and performance behaviour, then adapts its room-acoustic model in real time instead of sitting on one fixed impulse response.
- TECH
- C++ · audio DSP · VST development · real-time analysis
- WHAT I LEARNED
- Real-time audio is unforgiving — buffers, latency and CPU budgets keep you honest. This is the project where engineering and music stopped being two hobbies.
ArgusAgent
SECURITY / RUNTIME — EBPF RUNTIME AGENT
- PROBLEM
- Container security tools either run as privileged sidecars with blind spots, or require heavy kernel modules. Neither gives you real-time syscall visibility with behavioral context.
- APPROACH
- A lightweight eBPF CO-RE agent that traces execve, network, and sensitive file syscalls via ring buffers, enriches events with container metadata and cmdline, then evaluates against per-container behavioral baselines with anomaly scoring — all in userspace Go.
- TECH
- Go · eBPF (cilium/ebpf) · CO-RE · libbpf · behavioral baselining · anomaly detection
- WHAT I LEARNED
- Ring buffers + CO-RE make kernel/userspace contracts painless. Baseline-aware rules beat static signatures — the learning phase is the feature, not a bug. Also: BTF is a superpower when it works.
Self-Healing CI Bot
DEVOPS / AUTOMATION — CI FAILURE TRIAGE
- PROBLEM
- CI fails and engineers waste time reading logs to decide: retry? investigate? ignore? Most failures are infra flakiness or known patterns — not real bugs.
- APPROACH
- A Go webhook server receiving GitHub Actions/GitLab CI events, classifying failures via heuristic patterns (infra, flaky, real) with optional LLM fallback, then auto-retrying infra/flaky failures with exponential backoff, or posting PR comments with culprit analysis and tagging reviewers for real bugs.
- TECH
- Go · GitHub/GitLab webhooks · HMAC verification · OpenAI API · flakiness tracking · structured JSON logging
- WHAT I LEARNED
- Heuristic classification handles 80% of cases fast and cheap. LLM is a scalpel for the ambiguous 20%. Test-level flakiness tracking (not job-level) is what actually helps teams fix chronic flakes.
ActiQ
AI / AGENTS — MODULAR EXPERIMENTATION
- PROBLEM
- Monolithic agents break the moment context grows or requirements shift. One prompt can't hold a whole workflow.
- APPROACH
- Modular agent architecture with explicit context handling, decision points and composable workflow steps — swap a module without nuking the pipeline.
- TECH
- Python · agent design patterns · workflow automation
- WHAT I LEARNED
- Context windows force honesty about what a system actually needs to know. Decomposition is the whole game.
IronWASP
SECURITY RESEARCH — EARLY TOOLING
- PROBLEM
- Reading about web vulnerabilities teaches nothing. I wanted to understand scanners by building one, not by clicking "scan" in someone else's.
- APPROACH
- Built web application security testing and vulnerability assessment tooling in Python — automated detection of common web vulnerabilities with reportable output. A learning-era project that kicked off everything security-related since.
- TECH
- Python · web security · vulnerability assessment · OWASP methodology
- WHAT I LEARNED
- The fastest way to learn attack surfaces is to write code that probes them. This repo is where BUILD and BREAK became one habit.
03 / THE LAB
Tools of the trade.
TIP: CLICK A SKILL TO SEE WHERE IT SHOWS UP
LANGUAGES
SECURITY
DEVELOPMENT
AI
CLOUD / DEVOPS
CREATIVE TECH
@SWATV3NUB — LIVE FROM GITHUB
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REPOSITORIES
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STARS
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FOLLOWERS
04 / OFFENSIVE-MINDED DEFENSE
Break / Secure.
I got into security the honest way: build something, then try to destroy it. Web application security, reconnaissance and vulnerability assessment — with OWASP and MITRE ATT&CK as the map rather than buzzwords.
- VAPT
- Web App Security
- Reconnaissance
- OSINT
- Security Automation
- Vulnerability Research
- OWASP
- MITRE ATT&CK
- SURFACEmap what exists
- RECONcollect before touching
- ENUMERATIONenumerate everything twice
- TESTprobe with permission
- EXPLOITvalidate real impact
- REPORTwrite it so it gets fixed
- HARDENclose the loop
THE OTHER SIDE OF THE SYSTEM
AFTER HOURS
When I'm not building software or breaking systems, I'm producing music. Years of electronic production — arrangement, sound design, mixing — and yes, it leaks into how I engineer everything else.
DECORATIVE SPECTRUM — NO AUDIO (YET)
HyperpopMelodic DubstepFuture BassRiddim
BrostepChillstepSadcoreIndie Electronic
AfrobeatsIndie PopHip-hop
PRODUCER ALIAS: SW4NIT · FORMERLY MASKEDVIRUS
05 / EVOLUTION
How the modes happened.
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CODE
First programs. The compiler became home base.
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MOBILE
Android with Kotlin, then Flutter — shipping software to pockets.
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SECURITY
VAPT, recon and tooling — learning systems by attacking them, legally.
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AI
Agents, automation, NLP — teaching software to do the boring parts.
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CREATIVE TECH
Audio DSP and VSTs — years in FL Studio paying off in C++.
Understand deeply enough to build it. Break it. Rebuild it better.
06 / TRANSMISSION
Let's build something weird.
Security research, software, AI systems, creative technology, music — if it's interesting, I'm listening.
AVAILABLE FOR OPPORTUNITIES / COLLABORATIONS
BENGALURU, KARNATAKA, IN · UTC+5:30