docs: add github repo links pulled from issue comments

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

Author: GiggleLiu

gallery.md

@@ -9,9 +9,9 @@ A gallery of vibe coding harnesses proposed and built by participants. Entries a
 
 Each row links to the harness proposal on GitHub — open an issue at [CodingThrust/VibeTraining](https://github.com/CodingThrust/VibeTraining/issues/new/choose) to add yours.
 
-| Project | Description | Proposal |
-|---------|-------------|----------|
-| **QMC Instability Detector** | A test/evaluation harness that places breakpoints in Quantum Monte Carlo code, detects overflows in ill-conditioned Green's function matrices, and traces them back to the originating line — like Mario chasing a plumbing leak. | [#5](https://github.com/CodingThrust/VibeTraining/issues/5) by [@hz-xiaxz](https://github.com/hz-xiaxz) |
-| **QEC-RD-software** | A full-stack quantum error correction platform that bridges theoretical research and hardware-oriented implementation, built on Stim, TensorQEC, and Deltakit. | [#4](https://github.com/CodingThrust/VibeTraining/issues/4) by [@Chriskmh](https://github.com/Chriskmh) |
-| **FPGA Real-Time Decoder** | Decode surface-code logical-qubit measurements and simulate the decoder's FPGA performance in Verilog. | [#3](https://github.com/CodingThrust/VibeTraining/issues/3) by [@wuxian3](https://github.com/wuxian3) |
-| **AutoQEC: AI-Enhanced Decoder** | An autonomous AI decoding engine that drives Network Architecture Search over Tanner graphs, orchestrating Stim syndrome generation and closed-loop training under hardware noise and latency constraints. | [#2](https://github.com/CodingThrust/VibeTraining/issues/2) by [@qualit527](https://github.com/qualit527) |
+| Project | Description | GitHub | Proposal |
+|---------|-------------|--------|----------|
+| **AutoQEC: AI-Enhanced Decoder** | An autonomous AI decoding engine that drives Network Architecture Search over Tanner graphs, orchestrating Stim syndrome generation and closed-loop training under hardware noise and latency constraints. | [qualit527/qec-ai-decoder](https://github.com/qualit527/qec-ai-decoder) | [#2](https://github.com/CodingThrust/VibeTraining/issues/2) by [@qualit527](https://github.com/qualit527) |
+| **FPGA Real-Time Decoder** | Decode surface-code logical-qubit measurements and simulate the decoder's FPGA performance in Verilog. | [QuAIR/0420-FPGA-Decoder](https://github.com/QuAIR/0420-FPGA-Decoder) | [#3](https://github.com/CodingThrust/VibeTraining/issues/3) by [@wuxian3](https://github.com/wuxian3) |
+| **QEC-RD-Software** | A full-stack quantum error correction platform that bridges theoretical research and hardware-oriented implementation, built on Stim, TensorQEC, and Deltakit. | [QuAIR/QEC-RD-Software](https://github.com/QuAIR/QEC-RD-Software) | [#4](https://github.com/CodingThrust/VibeTraining/issues/4) by [@Chriskmh](https://github.com/Chriskmh) |
+| **QMC Instability Detector** | A test/evaluation harness that places breakpoints in Quantum Monte Carlo code, detects overflows in ill-conditioned Green's function matrices, and traces them back to the originating line — like Mario chasing a plumbing leak. | _no repo yet_ | [#5](https://github.com/CodingThrust/VibeTraining/issues/5) by [@hz-xiaxz](https://github.com/hz-xiaxz) |