SYSTEM ARCHIVE // AGENT ENDPOINT

Vinay Mendole

AI/ML Engineer & Systems Developer at National Institute of Technology Delhi. Specialized in Reinforcement Learning, NLP architectures, and full-stack systems.

// MACHINE-READABLE ENDPOINTS:
• Raw Schema: /.well-known/ai-agent.json
• AI Markdown: /?ai=true
• RSS Syndication: /rss (Pending)
• GitHub: github.com/topspeed69
FULL BIOGRAPHY →DOWNLOAD RESUME →
← SELECTED PROJECTS SPECIFICATION SHEETS & BLUEPRINTS
SPECIFICATION SHEET // REF-10
FIRST COMMIT: 2024-03-30·TAG: v1.0.0 · STABLE

Chatroom Application: Real-Time Messaging with FastAPI & WebSockets

Real-Time Messaging with FastAPI & WebSockets

¶ 01Context & Design Rationale

“A reliable system is designed not around hypothetical optimal conditions, but around deterministic resilience under resource pressure.”

Chat application with persistent history, bot commands, and an advanced multimedia pipeline. Messages are stored in SQLite and auto-restored on reconnect. Uploaded images are converted to WebP with live PSNR quality stats. Audio files are compressed via FFmpeg to AAC 64kbps and analysed across frequency bands — reporting compression ratio, spectral correlation, and bitrate metadata side-by-side with the original. Engineered with strict architectural boundaries, deterministic memory models, and zero extraneous runtime dependencies.

¶ 02Architectural Pipeline

SUBSYSTEM RUNTIME
INGESTION PHASE
Protocol Parser
Zero-Copy Frame
→
TRANSFORMATION
Core Logic Unit
Deterministic Arena
→
PERSISTENCE
Storage / State Layer
Atomic Append