I bridge complex product architecture, high-scale distributed systems, and autonomous developer workflows. Specializing in Specification-Driven Development (SDD), multi-agent delivery governance, and large-scale media platform quality.
- SpecFlow: Agentic SDD Framework
Autonomous Specification-Driven Development engine. Translates PRDs into bounded Context Stores, atomic Component Cards, and automated Spec-Drift quality gates using local LLMs. - AgentEval-Gate: AI Regression Suite
Automated model benchmarking harness using LLM-as-a-Judge and golden datasets to prevent AI quality regressions and enforce CI/CD release gating. - GenAI-Adoption-Ops: Program Analytics & Custom Skill Toolkit
Enterprise adoption framework featuring A/B cohort experimentation (-44% cycle time reduction), studio retention funnels, and automated game engine budget governance.
- Delivery-Governance-Ops: Engineering Intelligence & Slip Detection
Technical delivery intelligence engine featuring quiet slip detection, flow metrics telemetry (P85 cycle times & flow efficiency), and unsoftened AI executive delivery briefs. - StreamingTelemetry-MCP: Model Context Protocol Server
Anthropic MCP server exposing HLS manifest inspection, SCTE-35 ad break validation, and playback QoE incident triage tools directly to AI coding agents. - Agent-FinOps: Token Cost & Runaway Loop Governor
Enterprise AI FinOps platform featuring real-time token spend tracking, P95 latency monitoring, and autonomous runaway loop circuit breakers.
- AI in SDLC & Specification-Driven Development: Pioneered agentic engineering workflows across global streaming teams, establishing modular context store hierarchies, component-based delivery standards, and automated delivery governance.
- Zero-Disruption Developer Tooling Migration: Led the organizational evaluation, transition, and adoption of developer AI platforms from Augment to Cursor with 0 failures, maintaining continuous 100% platform uptime.
- Video Playback & Platform Quality (QoE): Managed backend technical deliverables and telemetry pipelines for video playback across millions of concurrent streaming clients.
- High-Profile Live Events: Led cross-functional engineering deliverables for high-throughput live streaming, including technical program leadership for the Sports Emmy-nominated NBA Experience on Peacock.
- Advisor & Client Software Platforms: Directed technical delivery for core internal wealth management customer applications, integrating complex financial workflows across advisory and portfolio services.
- Systems Integration & Compliance: Governed cross-functional releases bridging legacy banking backends with modern client-facing applications under strict regulatory, security, and data integrity standards.
- AI & Developer Experience (DevEx): Specification-Driven Development (SDD), Multi-Agent Orchestration, LLM-as-a-Judge Evals, Context Stores, Cursor, Ollama, LangGraph, Python, Prompt/Schema Governance.
- Delivery Governance & Flow Metrics: Flow Efficiency, Cycle Time Distribution (P50/P85/P95), Quiet Slip Detection, Critical Path Mapping, WBR/MBR Executive Delivery Briefs, Agile/Scrum Leadership.
- Platform & Streaming Systems: Video player architecture (HLS/DASH), telemetry ingestion, QoE/QoS metric observability, client-side SDK buffering, CDN caching strategies.
- LinkedIn: linkedin.com/in/soniarahman93
- GitHub: github.com/soniran635