10 Sep
|
Mirafra Technologies
|
India
10 Sep
Mirafra Technologies
India
Role Overview
We are seeking an AI Architect to lead the design and integration of AI/ML capabilities across our semiconductor engineering workflows and service offerings. The role involves bridging deep AI/ML systems expertise with hands-on understanding of the chip design lifecycle (RTL-to-GDSII, DFT, verification, sign-off). The ideal candidate will architect AI-augmented EDA workflows, build internal AI tooling, and shape AI-differentiated service lines for our clients.
As agentic AI reshapes how engineering work gets done, this role will pioneer how autonomous and semi-autonomous agents are embedded into our design and verification flows — moving beyond AI-as-assistant toward AI-as-collaborator.
Key Responsibilities
- Define the AI architecture strategy spanning data pipelines, model selection, and deployment for semiconductor design use cases.
- Architect and prototype AI/ML solutions that augment backend design, STA, DFT, and physical verification flows (e.g., PPA optimization, automated DFT insertion, log/report analysis, predictive timing closure).
- Integrate LLMs and ML models into existing EDA toolchains (Innovus, Tempus, PrimeTime, Calibre, etc.) and Linux/TCL/Python scripting environments.
- Architect agentic AI workflows — agents that plan, execute, and iterate across multi-step design tasks (debug triage, ECO loop automation, constraint generation, regression analysis) with appropriate human-in-the-loop checkpoints.
- Design multi-agent systems that orchestrate specialized agents across the RTL-to-GDSII flow, integrating tool calls to EDA engines, scripts, and internal knowledge bases.
- Build robust agent infrastructure: tool/function-calling interfaces, context and memory management, state handling, and guardrails for reliability in engineering-critical applications.
- Evaluate and benchmark foundation models, fine-tuning approaches, RAG pipelines, and agent orchestration patterns.
- Establish an agent control plane — policy, approval gates, obser
📌 AI Architect (India)
🏢 Mirafra Technologies
📍 India