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    <title>DEV Community: Faruna Godwin</title>
    <description>The latest articles on DEV Community by Faruna Godwin (@faruna_godwin_718994ed82e).</description>
    <link>https://dev.to/faruna_godwin_718994ed82e</link>
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      <title>DEV Community: Faruna Godwin</title>
      <link>https://dev.to/faruna_godwin_718994ed82e</link>
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      <title>Making Igala First-Class: My AI Safety Portfolio on Cloud Run</title>
      <dc:creator>Faruna Godwin</dc:creator>
      <pubDate>Sun, 01 Feb 2026 05:09:08 +0000</pubDate>
      <link>https://dev.to/faruna_godwin_718994ed82e/making-igala-first-class-my-ai-safety-portfolio-on-cloud-run-10nf</link>
      <guid>https://dev.to/faruna_godwin_718994ed82e/making-igala-first-class-my-ai-safety-portfolio-on-cloud-run-10nf</guid>
      <description>&lt;h2&gt;
  
  
  This is my submission for &lt;a href="https://dev.to/devteam/join-the-new-year-new-you-portfolio-challenge-3000-in-prizes-feedback-from-google-ai-team-4e7g?"&gt;the New Year, New You Portfolio Challenge&lt;/a&gt; presented by Google AI.
&lt;/h2&gt;

&lt;p&gt;*&lt;em&gt;The Mission: Why Igala + AI Safety?&lt;br&gt;
*&lt;/em&gt;&lt;br&gt;
I'm Godwin Faruna Abuh, an AI safety and NLP researcher based in Abuja, Nigeria. Most AI safety research today happens in English, effectively treating low-resource African languages like my native tongue, Igala (~2 million speakers), as "noise".&lt;/p&gt;

&lt;p&gt;If safety filters and interpretability tools don't work for Igala, then the AI of the future isn't safe for us. I built this portfolio to prove that we can build production-grade, safety-aligned systems for low-resource languages using Gemini 3 Flash and Google Cloud Run.&lt;/p&gt;

&lt;p&gt;🚀 &lt;strong&gt;Live Portfolio (Cloud Run)&lt;/strong&gt;&lt;br&gt;
This is my official challenge deployment on Google Cloud Run (us-west4) with the required label:&lt;br&gt;
&lt;strong&gt;Challenge URL (sandbox):&lt;/strong&gt; &lt;a href="https://portfolio-frontend-548835492519.us-west4.run.app" rel="noopener noreferrer"&gt;https://portfolio-frontend-548835492519.us-west4.run.app&lt;/a&gt;&lt;br&gt;&lt;br&gt;
&lt;strong&gt;Live Mirror:&lt;/strong&gt; &lt;a href="https://faruna.space" rel="noopener noreferrer"&gt;https://faruna.space&lt;/a&gt; (Vercel, full parity)&lt;/p&gt;

&lt;p&gt;&lt;em&gt;Note: Qwiklabs sandbox expired post-deadline. Live mirror at faruna.space. Labels applied during deploy: dev-tutorial=devnewyear2026&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Challenge Deployment Metadata&lt;/strong&gt;&lt;br&gt;
To satisfy the technical requirements of this challenge, the system was successfully containerized and deployed to Google Cloud Run using the following configuration:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Project ID:&lt;/strong&gt; qwiklabs-gcp-00-aab206db1d7c&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Region:&lt;/strong&gt; us-west4&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Services:&lt;/strong&gt; portfolio-frontend, portfolio-backend&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Build Tool:&lt;/strong&gt; Google Cloud Buildpacks (Next.js 14)&lt;/p&gt;

&lt;p&gt;Required Label: dev-tutorial=devnewyear2026&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Pro-Tip for Judges:&lt;/strong&gt; Click the "Ask About My Work" widget. It’s a custom-built AI Twin powered by a Gemini 3 Flash backend. It doesn't just "chat"—it is grounded in my actual research notes and repository data. Try asking: "What did you find in the Igala red-teaming project?" or "How did you handle data scarcity for NMT?"&lt;/p&gt;

&lt;p&gt;🛠️ &lt;strong&gt;Technical Deep Dive: How I Built It&lt;/strong&gt;&lt;br&gt;
I didn't want a static "brochure" site; I wanted a functional research hub.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Frontend:&lt;/strong&gt; Built with Next.js 14 (App Router) and Tailwind CSS. It serves as the primary interface for my 7 research projects.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Backend:&lt;/strong&gt; A FastAPI service running on Cloud Run that interfaces with the Gemini 3 Flash API.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AI Implementation:&lt;/strong&gt; I used Google AI Studio to refine the system prompts for the assistant, focusing on "Zero-Hallucination" grounding.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Infrastructure:&lt;/strong&gt; Deployed via gcloud CLI. I used a hybrid approach: Cloud Run for the challenge-verified backend and faruna.space for long-term persistence.&lt;/p&gt;

&lt;p&gt;🔬 &lt;strong&gt;The 7 Projects (My Research Highlights)&lt;/strong&gt;&lt;br&gt;
My site isn't just about code; it's about a research pipeline.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Igala-English NMT:&lt;/strong&gt; The first public translation model for Igala.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Igala GPT from Scratch:&lt;/strong&gt; A study on how tiny datasets impact transformer learning.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Red-Teaming LLMs:&lt;/strong&gt; I discovered that adversarial jailbreaks are 45% more successful in Igala than English because current safety filters are "blind" to our syntax.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Mechanistic Interpretability:&lt;/strong&gt; Probing the "brains" of mBERT to see how it represents African linguistic structures.&lt;/p&gt;

&lt;p&gt;🏆 &lt;strong&gt;What I’m Most Proud Of&lt;/strong&gt;&lt;br&gt;
I’m most proud of the Interactive Proof. Instead of just saying "I know NLP," I’ve provided a live tool where you can query my research results in real-time. It moves the conversation from a static resume to an active demonstration.&lt;/p&gt;

&lt;p&gt;🚀** What's Next?**&lt;br&gt;
My goal is to expand my red-teaming dashboard to include more middle-belt Nigerian languages. I am also looking to fine-tune Gemini models specifically for cultural nuances that general-purpose safety evals currently miss.&lt;/p&gt;

&lt;p&gt;GitHub: &lt;a href="https://github.com/farunawebservices/" rel="noopener noreferrer"&gt;farunawebservices&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Here are screenshots of some parts of my portfolio&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Feo6jbeb084tqi3wna099.jpg" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Feo6jbeb084tqi3wna099.jpg" alt="The PORTFOLIO hosted on Google Cloud Run"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fq2dhu8j66fvrtsab5cvv.jpg" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fq2dhu8j66fvrtsab5cvv.jpg" alt="Visualizing the contacts page on Google Cloud Run"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fo7d0o9i0zw7r3pryt0bv.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fo7d0o9i0zw7r3pryt0bv.PNG" alt="Projects section"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fcwak0e3p15xsz2k35482.PNG" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fcwak0e3p15xsz2k35482.PNG" alt=" "&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Thank you Dev.to and Google AI team!&lt;/p&gt;

</description>
      <category>devchallenge</category>
      <category>googleaichallenge</category>
      <category>gemini</category>
      <category>portfolio</category>
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