Jashwanth Badugu / Systems in Motion

Practical systems, made understandable.

Software and AI engineer building explainable policy tools, local assistants, workflow platforms, migration controls, and grounded data products.

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GitHub Contact via GitHub

One system, six signatures: rules, local intelligence, content streams, data trajectories, health signals, and migration state.

30-second snapshot

Engineering depth without the scavenger hunt.

Each featured project links directly to architecture, test evidence, limitations, a real repository, and a verified demonstration.

Open the fast, printable recruiter route

06: verified featured systems
Python + TypeScript: primary engineering languages
AI · workflows · data: current technical focus
Tests + demos: evidence before claims

Featured project journey

The system reorganizes around the problem.

Motion reveals relationships; the engineering evidence remains ordinary HTML.

v1.1.0 released synthetic pilot prototype

NiyamGuard

Policy changes can leave citizen portals, forms, eligibility guidance, and operational rules out of sync.

A review-first sandbox that extracts synthetic policy changes, models rules, identifies drift, and explains verified decisions without performing real government transactions.

Contribution: Designed and implemented the rule/evidence workflow, citizen and operator surfaces, safe simulation boundaries, automated regression suite, and portfolio case study.
Stack: React · FastAPI · SQLAlchemy · Python · scikit-learn
Evidence: 243 backend tests · 60 frontend tests · Vite production build

Open case study Repository ↗

v0.5.0 released local-first prototype

NIRA

General assistants often hide tool permissions, external dependencies, and the boundary between suggestions and actions.

A modular Python runtime that plans work, routes to specialists, confirms sensitive actions, manages memory, and can use local llama.cpp inference when configured.

Contribution: Built the orchestration and permission model, tool and fallback boundaries, local-model integration path, test suite, documentation, and case study.
Stack: Python · pytest · llama.cpp · Local tools
Evidence: 51 pytest tests · Isolated wheel install and CLI verification

Open case study Repository ↗

v1.0.0 released simulated-provider prototype

Social Media Control Center

Content, schedules, provider connections, approvals, and status become fragmented across channel-specific tools.

A Next.js and FastAPI control surface with connector boundaries, scheduling and worker state, explicit configuration, and safe demo behavior.

Contribution: Implemented the full-stack workflow, connector contract, job state and errors, web experience, API tests, documentation, and case study.
Stack: Next.js · FastAPI · PostgreSQL · Redis/RQ · TypeScript · Python
Evidence: 19 API tests · ESLint clean · Next.js production export

Open case study Repository ↗

API v1.0.3 and web v1.0.0 released prototypes

Cricket Intelligence System

Generative sports assistants can return plausible but unsupported statistics, especially when retrieval data is missing.

A React client and Express API classify questions, normalize entities, compute typed dataset responses, and preserve an explicit unsupported/degraded path.

Contribution: Built the routing and response contracts, dataset paths, web integration, regression cases, startup/status checks, and degraded-retrieval fix.
Stack: React · Express · Node.js · Local datasets · Optional Chroma
Evidence: 19 API routing cases · 5 API HTTP integration tests · 3 web Playwright workflows · API and web production checks

Open case study Repository ↗

v1.0.0 released educational prototype

Heart Analysis

Health-risk model output can be opaque, easy to overstate, and difficult for users to interpret safely.

A Flutter and Flask application presents validated inputs, risk exploration, explanations, history, and reports with visible safety language.

Contribution: Implemented and verified backend analysis paths, Flutter interfaces, explanation/report workflows, tests, build guidance, and portfolio evidence.
Stack: Flutter · Dart · Flask · SQLAlchemy · Python
Evidence: 19 backend tests · 2 Flutter widget tests · 2 Chromium workflows · Ruff clean and Flutter web release build

Open case study Repository ↗

v0.3.0 released frontend prototype; external backend/workers

Zettalogix Migration Suite

Migration operators need a clear way to configure sources and targets, track jobs, inspect risk, and recover from state changes.

React and Electron clients model connections, jobs, progress, history, settings, and reporting; a synthetic session exercises real local state transitions without credentials.

Contribution: Built and strengthened the frontend, explicit frontend/backend boundary, synthetic state machine, no-network tests, documentation, deployment evidence, and recruiter path.
Stack: React · TypeScript · Vite · Electron · Supabase client
Evidence: 7 web tests · 2 desktop boundary tests · TypeScript/Vite production builds · Live Vercel route verified

Open case study Repository ↗

Capabilities with evidence

Skills are useful when they survive contact with a workflow.

AI and local intelligence

Permissioned orchestration, deterministic evidence boundaries, local-model paths.

Evidence: NIRA · NiyamGuard · Cricket Intelligence

Full-stack product engineering

Typed interfaces, services, validation, state, failure handling, reproducible builds.

Evidence: Social Media Control Center · Heart Analysis · WorkHub

Automation and workflows

Review gates, connectors, background state, retries, explainable progression.

Evidence: NiyamGuard · Social Media Control Center · Zettalogix

Data and analytics

Grounded calculations, risk explanation, provenance-aware responses.

Evidence: Cricket Intelligence · Heart Analysis

Testing and delivery

Business logic, state transitions, security boundaries, lint, build, CI, demos.

Evidence: NiyamGuard · NIRA · Zettalogix

Security and privacy awareness

Fail-closed configuration, synthetic modes, attribution, permission and integration limits.

Evidence: NIRA · Zettalogix · HYD VNTG

Map capabilities to projects in Recruiter View ↗

Engineering process

A visible chain of decisions.

01Understand the problem
02Model the system
03Build the workflow
04Test critical behavior
05Document decisions
06Demonstrate honestly
07Improve from evidence

Accessible project index

Every public project, without WebGL.

v1.1.0 released synthetic pilot prototypeAI / Automation / Full Stack

NiyamGuard

An explainable policy-drift and citizen-service sandbox with auditable rule pathways.

Contribution: Designed and implemented the rule/evidence workflow, citizen and operator surfaces, safe simulation boundaries, automated regression suite, and portfolio case study.

React · FastAPI · SQLAlchemy · Python · scikit-learn

Case study Repository ↗Demo ↗

v0.5.0 released local-first prototypeAI / Automation / Security

NIRA

A local-first assistant runtime with permissioned tools, planning, memory controls, and fallbacks.

Contribution: Built the orchestration and permission model, tool and fallback boundaries, local-model integration path, test suite, documentation, and case study.

Python · pytest · llama.cpp · Local tools

Case study Repository ↗Demo ↗

v1.0.0 released simulated-provider prototypeFull Stack / Automation / Data

Social Media Control Center

A full-stack content workflow joining planning, scheduling, connectors, jobs, and operational state.

Contribution: Implemented the full-stack workflow, connector contract, job state and errors, web experience, API tests, documentation, and case study.

Next.js · FastAPI · PostgreSQL · Redis/RQ · TypeScript · Python

Case study Repository ↗Demo ↗

API v1.0.3 and web v1.0.0 released prototypesAI / Data / Full Stack

Cricket Intelligence System

A dataset-grounded cricket question system with deterministic routing and honest degraded behavior.

Contribution: Built the routing and response contracts, dataset paths, web integration, regression cases, startup/status checks, and degraded-retrieval fix.

React · Express · Node.js · Local datasets · Optional Chroma

Case study Repository ↗Demo ↗

v1.0.0 released educational prototypeData / Full Stack

Heart Analysis

An educational health-risk exploration workflow with explanations and explicit non-diagnostic limits.

Contribution: Implemented and verified backend analysis paths, Flutter interfaces, explanation/report workflows, tests, build guidance, and portfolio evidence.

Flutter · Dart · Flask · SQLAlchemy · Python

Case study Repository ↗Demo ↗

v0.3.0 released frontend prototype; external backend/workersMigration / Full Stack / Automation

Zettalogix Migration Suite

A migration-control frontend with a deterministic, network-free workflow for public evaluation.

Contribution: Built and strengthened the frontend, explicit frontend/backend boundary, synthetic state machine, no-network tests, documentation, deployment evidence, and recruiter path.

React · TypeScript · Vite · Electron · Supabase client

Case study Repository ↗Demo ↗

v1.1.0 released secondary prototypeFull Stack / Automation

WorkHub OS

A broad role-based work operations prototype with tasks, attendance, collaboration, and reporting.

Contribution: Built the prototype and added tested CORS security boundaries and honest deployment documentation.

Next.js · Express · MongoDB · Socket.IO

Case study Repository ↗Demo ↗

v0.6.0 released local-first prototypeAccessibility / Full Stack / Experimental

Neutro

A local-first, user-controlled interface adaptation prototype with transparent profiles and explainable changes.

Contribution: Refocused the product around explicit user choice; implemented the preference engine, provider, accessible workflow, persistence recovery, tests, performance split, documentation, and narrated release evidence.

React · TypeScript · Vite · Vitest · Playwright

Case study Repository ↗Demo ↗

Verified candidate / collaborative fork / release holdSecurity / Experimental

ShadowOps

A collaborative security/ML fork with a verified local evaluation candidate and explicit upstream attribution.

Contribution: Hardened the lite runtime, fixed domain normalization, connected the frontend to local evaluation with fixture fallback, aligned benchmark evidence, added CI/tests/docs, and produced the narrated candidate walkthrough.

Python · FastAPI · React · Machine learning

Case study Repository ↗Demo ↗

v1.0.0 released storefront prototypeFull Stack / Security

HYD VNTG Storefront

A responsive synthetic streetwear storefront with a safe local order preview and fail-closed provider boundaries.

Contribution: Built and qualified the storefront workflow, removed placeholder handoffs, hardened local and Supabase admin boundaries, added deterministic tests, and published narrated release evidence.

React · Vite · JavaScript · Vitest · Playwright · Supabase (optional)

Case study Repository ↗Demo ↗

Verified candidate / Firebase security hold / unreleasedFull Stack / Security / Experimental

Parking Alert

A safe local parking-alert lifecycle candidate held behind explicit Firebase ownership and security gates.

Contribution: Completed the deterministic local lifecycle, disabled unsafe direct client writes, added deny-by-default reference rules, tests, CI, documentation, and a narrated candidate walkthrough.

Flutter · Dart · Firebase

Case study Repository ↗Demo ↗

About the work

Product thinking, technical boundaries, and evidence.

Jashwanth's public work centers on complicated workflows: policy rules that need review, assistants that need permission boundaries, jobs that need observable state, and data answers that need evidence. The portfolio favors focused improvements and honest limitations over inflated feature counts.