Current focus & priorities

As Chief Product Manager (CPM) at Aiyaar, my core focus is designing the unified data architecture for 22 SME verticals in Bangladesh.

• Pharmacy FEFO Expiry Architecture: Real-time batch-level inventory expiry tracking and auto-quarantine workflows for local pharmacies.
• POS & Khata Synchronization: Low-bandwidth, offline-tolerant ledger sync using PostgreSQL transactions and idempotent event queues.
• Farm & Hatchery Management: Lifecycle feed-conversion metrics, mortality auditing, and supply-chain scheduling.

Running private, zero-token-leak AI workflows on edge hardware alongside programmatic motion graphics authoring.

• 60 FPS Remotion Video Engine: Automated 4:5 social explainer rendering powered by ANGLE GPU offload on NVIDIA MX350.
• Offline Whisper Audio Pipeline: Automated timestamp extraction and transcription running locally via faster-whisper.
• Local Ollama Tuning: Quantized Qwen2.5 and DeepSeek models for code analysis and structured schema generation.

Maintaining high-availability testbeds for networking, system administration, and zero-downtime daemons.

• Dual-WAN MikroTik Bench: Automated failover scripts, bandwidth queues, and telemetry logging for NOC testing.
• Systemd Daemons: Managing background automation services with custom timer units and auto-restart policies.
• Zero-Cost Cloud Architecture: Pairing static Next.js frontend with Neon Serverless Postgres and Drizzle ORM.