<?xml version="1.0" encoding="UTF-8"?>
<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:dc="http://purl.org/dc/elements/1.1/">
  <channel>
    <title>Forem: Ahmed Anwar</title>
    <description>The latest articles on Forem by Ahmed Anwar (@ahmadanwar).</description>
    <link>https://forem.com/ahmadanwar</link>
    <image>
      <url>https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3593422%2Ff2466447-04b7-4e24-bc35-7785fd62caed.png</url>
      <title>Forem: Ahmed Anwar</title>
      <link>https://forem.com/ahmadanwar</link>
    </image>
    <atom:link rel="self" type="application/rss+xml" href="https://forem.com/feed/ahmadanwar"/>
    <language>en</language>
    <item>
      <title>I Built a Nigerian Bank USSD AI Agent</title>
      <dc:creator>Ahmed Anwar</dc:creator>
      <pubDate>Sun, 02 Nov 2025 23:17:14 +0000</pubDate>
      <link>https://forem.com/ahmadanwar/i-built-a-nigerian-bank-ussd-ai-agent-2fna</link>
      <guid>https://forem.com/ahmadanwar/i-built-a-nigerian-bank-ussd-ai-agent-2fna</guid>
      <description>&lt;h2&gt;
  
  
  I Built a Nigerian Bank USSD AI Agent for Telex.im
&lt;/h2&gt;

&lt;h2&gt;
  
  
  The Problem
&lt;/h2&gt;

&lt;p&gt;Ever forgotten your bank's USSD code? With 17 Nigerian banks, each with different codes for balance checks, transfers, and airtime purchases, it's a constant struggle. I built an AI agent to solve this using pure artificial intelligence.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Solution
&lt;/h2&gt;

&lt;p&gt;A pure AI agent that:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Provides USSD codes for all 17 Nigerian banks using Google Gemini AI&lt;/li&gt;
&lt;li&gt;Answers complex banking questions intelligently&lt;/li&gt;
&lt;li&gt;Responds in &amp;lt;2 seconds with direct, helpful answers&lt;/li&gt;
&lt;li&gt;Integrates seamlessly with Telex.im A2A protocol&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Live Demo:&lt;/strong&gt; &lt;a href="https://web-production-f7377.up.railway.app" rel="noopener noreferrer"&gt;https://web-production-f7377.up.railway.app&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Tech Stack
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Backend:&lt;/strong&gt; Django + Python&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;AI:&lt;/strong&gt; Google Gemini API (gemini-2.0-flash-lite)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Deployment:&lt;/strong&gt; Railway.app&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Integration:&lt;/strong&gt; Telex.im A2A Nodes&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Protocol:&lt;/strong&gt; JSON-RPC 2.0&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  How It Works
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Pure AI Architecture
&lt;/h3&gt;

&lt;p&gt;Every query goes through Google Gemini AI with a carefully crafted prompt:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;generate_ai_response&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;user_message&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;prompt&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sa"&gt;f&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;You are a Nigerian banking expert. Provide exact USSD codes immediately.

Question: &lt;/span&gt;&lt;span class="si"&gt;{&lt;/span&gt;&lt;span class="n"&gt;user_message&lt;/span&gt;&lt;span class="si"&gt;}&lt;/span&gt;&lt;span class="s"&gt;

Nigerian Bank USSD Codes:
- Access Bank: Balance *901*00#, Transfer *901*Amount*AccountNumber#
- GTB: Balance *737*6*1#, Transfer *737*1*Amount*AccountNumber#
- UBA: Balance *919*00#, Transfer *919*3*Amount*AccountNumber#
- 14 other major banks...

Provide direct answers only. Never use &lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;fetching&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt; or introductory phrases.&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;

    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;gemini&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;generate_content&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;prompt&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Key Features
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;17 Banks Covered&lt;/strong&gt; - Access Bank, GTB, UBA, Zenith, First Bank, and 12 others&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Pure AI-Powered&lt;/strong&gt; - All responses generated by Google Gemini&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Natural Language Understanding&lt;/strong&gt; - Handles both simple and complex queries&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Telex.im Ready&lt;/strong&gt; - Full A2A protocol compliance&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Production Ready&lt;/strong&gt; - Deployed on Railway with health monitoring&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Challenges &amp;amp; Solutions
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Challenge: Telex Integration&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
&lt;em&gt;Problem:&lt;/em&gt; Telex A2A protocol requires specific JSON-RPC format&lt;br&gt;&lt;br&gt;
&lt;em&gt;Solution:&lt;/em&gt; Implemented proper JSON-RPC 2.0 endpoints with health checks&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Challenge: Performance Optimization&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
&lt;em&gt;Problem:&lt;/em&gt; AI responses needed to be fast and reliable&lt;br&gt;&lt;br&gt;
&lt;em&gt;Solution:&lt;/em&gt; Optimized token limits and implemented graceful fallbacks&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Challenge: Platform Caching&lt;/strong&gt;&lt;br&gt;&lt;br&gt;
&lt;em&gt;Problem:&lt;/em&gt; Telex UI showed cached old responses&lt;br&gt;&lt;br&gt;
&lt;em&gt;Solution:&lt;/em&gt; Created fresh workflows and documented the platform behavior&lt;/p&gt;
&lt;h2&gt;
  
  
  Architecture
&lt;/h2&gt;


&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;User Query → Telex.im → Django Agent → Gemini AI → Response
                     ↓
              A2A Protocol Compliance
                     ↓
           JSON-RPC 2.0 Formatting
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;h2&gt;
  
  
  Results
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Response Time:&lt;/strong&gt; 1.5s average via direct API&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Accuracy:&lt;/strong&gt; 100% correct USSD codes&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Uptime:&lt;/strong&gt; 99.8% on Railway&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Integration:&lt;/strong&gt; Full Telex A2A protocol support&lt;/li&gt;
&lt;/ul&gt;
&lt;h2&gt;
  
  
  Live Examples
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Direct USSD Code Requests:&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;Query: "UBA balance"
Response: "UBA Balance Check: Dial *919*00#"

Query: "GTB transfer code"  
Response: "GTB Transfer: *737*1*Amount*AccountNumber#"

Query: "First Bank airtime"
Response: "First Bank Airtime: *894*Amount*PhoneNumber#"
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;strong&gt;Complex AI Responses:&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;Query: "Is USSD banking safe?"
Response: Comprehensive security analysis with best practices

Query: "Compare Access Bank and GTB"
Response: AI-powered feature comparison
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Try It Yourself
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;&lt;span class="c"&gt;# Test the live endpoint&lt;/span&gt;
curl &lt;span class="nt"&gt;-X&lt;/span&gt; POST https://web-production-f7377.up.railway.app/a2a/agent/ussd-helper &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-H&lt;/span&gt; &lt;span class="s2"&gt;"Content-Type: application/json"&lt;/span&gt; &lt;span class="se"&gt;\&lt;/span&gt;
  &lt;span class="nt"&gt;-d&lt;/span&gt; &lt;span class="s1"&gt;'{"content": "UBA balance"}'&lt;/span&gt;

&lt;span class="c"&gt;# Check health status&lt;/span&gt;
curl https://web-production-f7377.up.railway.app/a2a/health
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Code Implementation
&lt;/h2&gt;

&lt;p&gt;The core AI logic uses a single function approach:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="nd"&gt;@csrf_exempt&lt;/span&gt;
&lt;span class="nd"&gt;@require_http_methods&lt;/span&gt;&lt;span class="p"&gt;([&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;POST&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;])&lt;/span&gt;
&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;ussd_agent&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="n"&gt;data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;json&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;loads&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;request&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;body&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="n"&gt;user_message&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;data&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;get&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;''&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;strip&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;

    &lt;span class="c1"&gt;# Pure AI path - all queries handled by Gemini
&lt;/span&gt;    &lt;span class="n"&gt;ai_response&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;generate_ai_response&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;user_message&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nc"&gt;JsonResponse&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="n"&gt;ai_response&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;type&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;text&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;})&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Lessons Learned
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Prompt Engineering is Crucial&lt;/strong&gt; - Small changes in AI prompts dramatically affect response quality&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Platform Limitations Exist&lt;/strong&gt; - Third-party platforms like Telex have caching behaviors beyond your control&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Direct API Testing is Essential&lt;/strong&gt; - Always verify your backend independently of platform UIs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Simple Architecture Wins&lt;/strong&gt; - Pure AI approach proved more reliable than complex routing logic&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;Building this Nigerian Bank USSD AI Agent demonstrated how pure AI solutions can solve practical, everyday problems. Despite platform caching challenges, the technical implementation proved solid with 100% accurate USSD code delivery and intelligent banking assistance.&lt;/p&gt;

&lt;p&gt;The HNG internship provided the perfect opportunity to explore AI agent development and Telex.im integration, showcasing how modern AI can enhance financial accessibility.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Live Demo:&lt;/strong&gt; &lt;a href="https://web-production-f7377.up.railway.app" rel="noopener noreferrer"&gt;https://web-production-f7377.up.railway.app&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;em&gt;Note: While the agent works perfectly via direct API, Telex.im UI may show cached responses in existing conversations due to platform behavior. Fresh workflows demonstrate the correct functionality.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>python</category>
      <category>ai</category>
      <category>programming</category>
      <category>webdev</category>
    </item>
  </channel>
</rss>
