// PRODUCTION DEPLOYMENTS & ARCHITECTURAL CASE STUDIES · SECTION 04

Flagship Systems & Production Impact

Technical architecture breakdowns of production systems, projects, and repositories this candidate has attached to their dossier.

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SYSTEM 01 // PROJECTRole: FEATURED PROJECT

Enterprise Live Data Sync Framework - Real-Time Log Processing Pipeline

Engineered a 25-command Redis-compatible server from scratch in C++ implementing the RESP wire protocol over raw TCP, fixing a payload-truncation bug and processing 13,672 logs across 3,070 lines of code with zero data loss. Developed a two-stage validation and delivery pipeline (Python/FastAPI) achieving a 94.3% cloud acceptance rate via token-bucket rate limiting and exponential backoff with jitter, cutting retry storms across 2,758 requests despite a 5.7% injected fault rate. Orchestrated 7 Dockerized services with a multi-stage build, exposing Prometheus metrics scraped every 5s across 3 targets to a 6-panel Grafana dashboard for real-time pipeline observability.

TechnologyC++
StackPython/FastAPI
PlatformDocker
Outcomeachieving a 94.3% cloud acceptance rateSelf-reported
Metric 02—Pending
Metric 03—Pending
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SYSTEM 02 // PROJECTRole: FEATURED PROJECT

Loop Runner - SaaS Autonomous AI Coding Agent Platform

Shipped a full-stack agentic coding platform (Python/FastAPI + Next.js 14/TypeScript) running an autonomous write-test-retry loop with live token streaming over WebSocket and auto-commit via GitPython on verification pass. Designed a 4-provider LLM abstraction (Anthropic, OpenAI, Gemini, Mistral) with a BYOK key vault encrypted AES-256/Fernet and Redis pub/sub WebSocket fan-out enabling horizontal pod scaling with no sticky sessions. Deployed a production Kubernetes stack with Job-per-session pod isolation (512Mi–2Gi RAM, 0.5–2 CPU limits, auto-cleanup after 10 min), HPA, shared PVC and a 3-stage GitHub Actions CI/CD pipeline shipping SHA-pinned, rollout-verified deploys.

TechnologyPython/FastAPI
StackNext.js 14
PlatformKubernetes
Metric 01—Pending
Metric 02—Pending
Metric 03—Pending
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SYSTEM 03 // PROJECTRole: FEATURED PROJECT

Enterprise Live Data Sync Framework

Real-time firewall log processing pipeline with a custom C++ in-memory queue, async Python ingestion and delivery services and a live Grafana observability dashboard.

TechnologyC++
StackPython
PlatformDocker
Metric 01—Pending
Metric 02—Pending
Metric 03—Pending
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SYSTEM 04 // PROJECTRole: FEATURED PROJECT

Loop Runner

A full-stack SaaS platform that autonomously writes, tests, and commits code using an agentic LLM loop; supports 4 AI providers (Claude, GPT-4o, Gemini, Mistral), real-time WebSocket streaming, BYOK key management with AES-256 encryption, and deploys on Kubernetes with a full GitHub Actions CI/CD pipeline.

TechnologyPython
StackFastAPI
PlatformNext.js
Metric 01—Pending
Metric 02—Pending
Metric 03—Pending
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SYSTEM 05 // PROJECTRole: FEATURED PROJECT

Stamp'd

Co-founded and architecting a travel-readiness platform on AWS (EC2, S3, RDS, DynamoDB, Cognito). FastAPI backend with Terraform IaC and GitHub Actions CI/CD delivers sub-200ms latency on automated compliance checks for 40+ country entry requirements — cutting manual lookup time by 70%.

TechnologyFastAPI
StackAWS
PlatformTerraform
Outcomesub-200ms latency on automated compliance checks for 40+ country entry requirements — cutting manual lookup time by 70%Self-reported
Metric 02—Pending
Metric 03—Pending
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SYSTEM 06 // PROJECTRole: FEATURED PROJECT

Suits

RAG pipeline over SEC EDGAR 10-K/10-Q filings combining BM25 and sentence-transformer embeddings with reciprocal rank fusion. Achieves 91.3% retrieval accuracy on financial QA benchmarks. FastAPI backend, React frontend.

TechnologyRAG
StackFastAPI
PlatformReact
Outcome91.3% retrieval accuracy on financial QA benchmarksSelf-reported
Metric 02—Pending
Metric 03—Pending
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// INTERVIEW ENGINE

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// RECRUITMENT & ADVISORY ENGAGEMENTS

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