SAiGE

Secure SiliconIntelligence fordigital chip design.

From engineering intent to verified silicon.

SAiGE is an AI system for digital chip design and verification — autonomous execution, deep silicon understanding, and privacy by design.

Explore Product→Read the White Paper→

Evidence

Benchmarked, not claimed.

REF · RTLLM 2.0
0%

Autonomous RTLLM 2.0 pass rate — up from 40% with GPT-4 alone

REF · NVIDIA CVDP
0%

NVIDIA CVDP score as a general-purpose agent, no task-specific training

REF · OpenROAD
0 / 24

Production OpenROAD issues independently verified and fixed

REF · RISC-V
0 / 18

RISC-V regressions passed across 2–16 lanes on PULP Ara

The Platform

From intent to verified silicon.

Regression intelligence and verified bug resolution.

SAiGE is the Secure Silicon Intelligence layer for digital chip teams. It connects specifications, architecture, RTL, verification and EDA execution, then uses closed-loop agents to investigate failures, implement bounded changes and preserve traceability across the design lifecycle.

See the full workflow
  1. 01

    Specification

    Requirements & interfaces

  2. 02

    Architecture

    Blocks & connectivity

  3. 03

    RTL

    Synthesizable implementation

  4. 04

    Physical Layout

    Floorplan · placement · routing

Illustrative example design — an AXI DMA controller.

Research

Proof, in the papers.

Every claim on this site traces back to a published benchmark or a production case study.

All publications→
REF · 01· White Paper · Apr 22, 2026

From 40% to 100%: SAiGE Autonomously Closes the Loop on RTL Design

SAiGE writes the Verilog, runs the testbench, reads failures, fixes bugs, and iterates until the design passes — no human in the loop. Benchmarked on RTLLM 2.0 across major LLMs.

100%→
REF · 02· White Paper · Jun 6, 2026

SAiGE on NVIDIA CVDP: A General-Purpose Agent Across Multi-Task Hardware Design

Strong performance as a general-purpose RTL agent across generation, modification, reuse, and bug fixing — positioning SAiGE as a practical system for real semiconductor workflows.

83%→
REF · 03· White Paper · Jun 21, 2026

Closed-Loop Agentic Bug-Fixing on a Production RISC-V Vector Processor

Real RTL debugging on PULP Ara: 15 correctness bugs fixed across 7 modules, each validated against Spike, passing 18/18 regressions across 2–16 lanes.

15 bugs→
REF · 04· White Paper · Jun 29, 2026

A Confidence-Tiered Campaign on a Production EDA Toolchain: OpenROAD

SAiGE goes beyond RTL generation to debug a real production EDA toolchain — triaging 24 OpenROAD issues and producing 17 independently verified fixes.

17 / 24→

Get Started

Ready to transform your workflow?

See how SAiGE can accelerate your team's digital chip-design process.

Try SAiGE→

Have questions? Reach out directly at contact@fermions.co