Reliability comes from the system built around the AI model — the harness — not the model alone. · Harness engineering is the third era: moving from prompts to full system design with tools, permissions, checks, and feedback.
Dashboards fail when it matters - Built for normal, they go dark the moment supply chains fracture. · MCP wraps, not replaces - A vendor-agnostic layer that routes around failures without touching existing infrastructure.
PortfolioMind closes the gap between doing great work and being recognized for it · Built on Microsoft Copilot Studio for enterprise-grade orchestration and context-aware guidance
Students need self-knowledge before high-stakes stream and career choices · Built for India with MBTI + Holland RIASEC and local education pathways