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    <title>Forem: Allan mang'eni</title>
    <description>The latest articles on Forem by Allan mang'eni (@allanmangeni).</description>
    <link>https://forem.com/allanmangeni</link>
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      <title>Forem: Allan mang'eni</title>
      <link>https://forem.com/allanmangeni</link>
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    <language>en</language>
    <item>
      <title>From Webhooks to x402: A Practical Migration Guide for Developers</title>
      <dc:creator>Allan mang'eni</dc:creator>
      <pubDate>Fri, 08 May 2026 10:36:50 +0000</pubDate>
      <link>https://forem.com/allanmangeni/from-webhooks-to-x402-a-practical-migration-guide-for-developers-114m</link>
      <guid>https://forem.com/allanmangeni/from-webhooks-to-x402-a-practical-migration-guide-for-developers-114m</guid>
      <description>&lt;h2&gt;
  
  
  Asynchronous Trust and Its Hidden Costs
&lt;/h2&gt;

&lt;p&gt;Webhooks are a liability for financial infrastructure. Separating action from settlement introduces real fragility, especially when a system depends on network delivery after the original authorisation event.&lt;/p&gt;

&lt;p&gt;Standard integrations rely on asynchronous trust, where a charge request goes out first, and confirmation arrives later. That model is inconvenient in stable environments, but in global emerging markets, where connectivity drops are more common, it becomes an operational problem. Mid-update failures leave transactions in limbo, and teams end up building polling jobs, dead-letter queues, and reconciliation dashboards just to verify whether a merchant actually got paid.&lt;/p&gt;

&lt;p&gt;Traditional payment processors struggle here because their architecture assumes stable connections. When you apply batch-processing logic to mobile-first economies, you get expensive, brittle infrastructure. Engineers spend time untangling stale states and database locks instead of shipping product.&lt;/p&gt;

&lt;h2&gt;
  
  
  Live Simulation Data
&lt;/h2&gt;

&lt;p&gt;The cleanest way to measure infrastructure friction is in lines of code and milliseconds of delay. To test that directly, live simulations compared a legacy Lithic webhook integration with x402 performance on Base Sepolia.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Stage&lt;/th&gt;
&lt;th&gt;Architecture&lt;/th&gt;
&lt;th&gt;Settlement Latency&lt;/th&gt;
&lt;th&gt;Local State (LOC)&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Stage 1&lt;/td&gt;
&lt;td&gt;Legacy Lithic&lt;/td&gt;
&lt;td&gt;~3,500ms (Async)&lt;/td&gt;
&lt;td&gt;15 Lines&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Stage 2&lt;/td&gt;
&lt;td&gt;Hybrid x402&lt;/td&gt;
&lt;td&gt;802ms (Sync)&lt;/td&gt;
&lt;td&gt;15 Lines&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Stage 3&lt;/td&gt;
&lt;td&gt;Native x402&lt;/td&gt;
&lt;td&gt;1,138ms (On-Chain)&lt;/td&gt;
&lt;td&gt;0 Lines&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;Stage 3 is slower than Stage 2 because it pays the full on-chain confirmation cost on Base Sepolia, while the Lithic virtual card layer still optimises part of the path. That extra 336ms buys actual settlement finality rather than an optimistic confirmation.&lt;/p&gt;

&lt;p&gt;The broader result matters more than the raw number. The hybrid stage cut latency to 802ms using synchronous HTTP calls, and native x402 settlement reached finality in 1,138ms while deleting all 15 lines of local state management code. Once settlement integrity moves to the protocol layer, highly available databases no longer need to track pending updates.&lt;/p&gt;

&lt;h2&gt;
  
  
  Stage 1: The Fragile Baseline
&lt;/h2&gt;

&lt;p&gt;The legacy baseline required 15 lines of code just to manage SQLite database locks, polling loops, and timeout retries. That code existed only to guard against network failure. Toxiproxy was added to the Docker setup to simulate dropped connections and test the architecture under stress.&lt;/p&gt;

&lt;p&gt;Here is what that fragility looked like in the application logic:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="c1"&gt;// Tracking initiation before the network request goes out&lt;/span&gt;
&lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;stateManager&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;createTransaction&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;transactionId&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;amount&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

&lt;span class="c1"&gt;// Persisting card token for future webhook correlation&lt;/span&gt;
&lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;stateManager&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;updateStatus&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;transactionId&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;PENDING&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;card&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;token&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;

&lt;span class="c1"&gt;// Manual failure state handling on network error&lt;/span&gt;
&lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="k"&gt;this&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;stateManager&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;updateStatus&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;transactionId&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;FAILED&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;);&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;When a client initiated a charge, the application had to record a pending transaction before any confirmation arrived. If Toxiproxy killed connectivity before Lithic delivered its clearing webhook, the system went blind. The database held a stale state, and background polling loops eventually had to query external APIs and force reconciliation.&lt;/p&gt;

&lt;h2&gt;
  
  
  Stage 2: The Hybrid Translation Layer
&lt;/h2&gt;

&lt;p&gt;Local fiat networks still matter. It is not realistic to expect every consumer to hold digital dollars, so the practical migration path is a hybrid translation layer that collects fiat at the edge and converts it into stable liquidity for internal routing.&lt;/p&gt;

&lt;p&gt;In that model, aggregators handle local rails such as PIX in South America or M-Pesa in East Africa, while x402 handles internal settlement. Isolating legacy friction also keeps the core system cleaner: the application uses a VirtualCardService interface only when a specific legacy merchant requires fiat payout, and everything else runs on programmatic settlement.&lt;/p&gt;

&lt;p&gt;This design also fits the regulatory direction across several emerging markets. Local stablecoin frameworks are becoming more concrete, and South Africa’s &lt;a href="https://zaru.network/" rel="noopener noreferrer"&gt;Zaru network&lt;/a&gt; launched a rand-pegged digital currency in early 2026 backed by Luno, Sanlam, and EasyEquities. Because x402 is asset-agnostic, internal routing can remain stable even as the underlying token changes. That makes the core application more durable across markets. Zaru currently runs on Solana, so direct routing from an EVM-based x402 flow would still require cross-chain coordination today.&lt;/p&gt;

&lt;p&gt;The same Toxiproxy scenarios from Stage 1 were then run against the hybrid layer. The difference was simple: x402 failures were atomic rather than ambiguous. The system returned a clear failure and stopped, instead of drifting into a half-known state.&lt;/p&gt;

&lt;h2&gt;
  
  
  Stage 3: Stateless Programmable Settlement
&lt;/h2&gt;

&lt;p&gt;The final architecture completed the settlement in a single HTTP round trip. In this demo, an ElizaOS agent acted as the orchestration layer, deciding when to purchase a Pyth Network price feed based on market conditions, while the x402 service handled settlement. That separation of concerns matters because the payment path no longer depends on local bookkeeping.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="c1"&gt;// No StateManager. No database. No webhook handler.&lt;/span&gt;
&lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;publicClient&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;getBlockNumber&lt;/span&gt;&lt;span class="p"&gt;();&lt;/span&gt;
&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;txId&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="s2"&gt;`x402_native_&lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nb"&gt;Date&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;now&lt;/span&gt;&lt;span class="p"&gt;()}&lt;/span&gt;&lt;span class="s2"&gt;`&lt;/span&gt;&lt;span class="p"&gt;;&lt;/span&gt;
&lt;span class="c1"&gt;// Settlement completes in a single synchronous call.&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Running the Stage 1 Toxiproxy suite against the native implementation confirmed the core result. Connection drops no longer produced stale database states because there was no local state left to corrupt.&lt;/p&gt;

&lt;p&gt;Removing the local state also changed the deployment model. Lightweight edge functions could replace heavier backend services, and polling loops, SQLite dependencies, and webhook validation middleware disappeared. That is what makes agent-driven micro-commerce and low-margin automated financial flows far more practical.&lt;/p&gt;

&lt;h2&gt;
  
  
  Solving Multi-Vendor Marketplaces
&lt;/h2&gt;

&lt;p&gt;One place this architecture becomes especially useful is in multi-vendor marketplaces. Traditional processors often rely on batch logic for split payments, which introduces delay and additional reconciliation work.&lt;/p&gt;

&lt;p&gt;In a stateless x402 setup, a consumer buying from two sellers in one checkout flow can trigger two synchronous transfers within the same HTTP session. Each vendor receives the correct split immediately, without waiting for a later batch cycle.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="nx"&gt;vendorA&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;vendorB&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nb"&gt;Promise&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;all&lt;/span&gt;&lt;span class="p"&gt;([&lt;/span&gt;
  &lt;span class="nx"&gt;x402Client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;pay&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt; &lt;span class="na"&gt;recipient&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;vendors&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="nx"&gt;address&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="na"&gt;amount&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;splits&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="p"&gt;}),&lt;/span&gt;
  &lt;span class="nx"&gt;x402Client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;pay&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt; &lt;span class="na"&gt;recipient&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;vendors&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="nx"&gt;address&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="na"&gt;amount&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;splits&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt; &lt;span class="p"&gt;})&lt;/span&gt;
&lt;span class="p"&gt;]);&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;If a vendor needs local currency, an off-ramp translation layer can push funds out through the preferred local rail. That pattern sits naturally on top of the Stage 2 bridge and becomes easier to reason about once the settlement itself is stateless.&lt;/p&gt;

&lt;p&gt;Honest Limitations&lt;/p&gt;

&lt;p&gt;The trade-offs are real and worth stating directly. These protocols do not include built-in dispute resolution, so reversing a payment settled on Base still requires out-of-band coordination.&lt;/p&gt;

&lt;p&gt;Facilitator availability also matters. The default Coinbase-hosted facilitator can become a dependency, and if it is unreachable, the payment fails immediately. The protocol supports self-hosted facilitators, giving teams another option when they need tighter control over availability. Even so, the application still needs retry logic at the client layer. The system trades asynchronous recovery complexity for a simpler outcome: synchronous success or synchronous failure.&lt;/p&gt;

&lt;h2&gt;
  
  
  Where to Start
&lt;/h2&gt;

&lt;p&gt;Stage 2 is the best place to begin. It delivers 802ms synchronous settlement, removes the webhook failure mode demonstrated in the Toxiproxy tests, and does not require a full rewrite of the surrounding system.&lt;/p&gt;

&lt;p&gt;Stage 3 remains the destination, but Stage 2 is the migration path that lets existing infrastructure evolve rather than be thrown away. The full implementation path is in the &lt;a href="https://github.com/AllanMangeni/x402-migration-architecture-example" rel="noopener noreferrer"&gt;GitHub repository&lt;/a&gt;, where the Docker containers, network-drop simulations, and Stage 2 bridge can be reviewed side by side.&lt;/p&gt;

</description>
      <category>webhooks</category>
      <category>fintech</category>
      <category>tutorial</category>
      <category>blockchain</category>
    </item>
    <item>
      <title>Project-based learning for self-taught developers</title>
      <dc:creator>Allan mang'eni</dc:creator>
      <pubDate>Tue, 24 Mar 2020 07:12:11 +0000</pubDate>
      <link>https://forem.com/allanmangeni/project-based-learning-for-self-taught-developers-109n</link>
      <guid>https://forem.com/allanmangeni/project-based-learning-for-self-taught-developers-109n</guid>
      <description>&lt;p&gt;When you are new to programming, people will always advise you on the best language to start with. Some will say Python, others JavaScript, C, C++, or the common mark-up language, HTML5. This is quite tiresome to some people especially for self-taught programmers, and first-year students in college.&lt;/p&gt;

&lt;p&gt;In most cases, you find yourself doing all these languages in the name of getting the basics but in the end, there is no solid portfolio to showcase a project. This is what happened to me. I started off with C, then went to C++, HTML, and CSS, and finally JavaScript but in the end, I never had a project to showcase on my portfolio. That is pretty messed up?&lt;/p&gt;

&lt;p&gt;If you are new to programming, you can avoid this mess by embracing project-based learning.&lt;/p&gt;

&lt;h2&gt;&lt;b&gt;What is project-based learning?&lt;/b&gt;&lt;/h2&gt;

&lt;p&gt;Project-based learning is a self-motivated approach in which a person learns a certain subject with an intended purpose to partake on a project which could be monetized, or just to acquire a skill for future use.&lt;/p&gt;

&lt;p&gt;According to Thomas Markham, project-based learning integrates knowing and doing whereby students do not only get the core elements of the curriculum but also apply them to solve a certain problem.&lt;/p&gt;

&lt;p&gt;&lt;b&gt;How is project-based learning different from other learning methods&lt;/b&gt;&lt;/p&gt;

&lt;p&gt;Most newbies choose a programming language because;&lt;/p&gt;


&lt;ol&gt;
&lt;li&gt;They think it’s easy to learn&lt;/li&gt;

&lt;li&gt;Their friends told them to.&lt;/li&gt;

&lt;li&gt;Through googling “The best programming language to start with”&lt;/li&gt;

There are some languages not recommended to start as a newbie like solidity or Clojure, but at the same time, it does not mean you just have to choose a language based on the factors mentioned above.

&lt;p&gt;Project-based learning can help many people to come up with great projects and still be able to have hands-on skills for a certain programming language.&lt;/p&gt;

&lt;p&gt;This PBL learning greatly differs from the normal learning whereby the user gets to learn the language and build a project which they can add to their portfolio unlike whereby you only learn a language because you “want to learn to code”.&lt;/p&gt;

&lt;h2&gt;&lt;b&gt;Steps to take in project-based learning&lt;/b&gt;&lt;/h2&gt;

&lt;p&gt;&lt;b&gt;1. Come up with a project&lt;b&gt;&lt;/b&gt;&lt;/b&gt;&lt;/p&gt;

&lt;p&gt;The first and toughest step is to come up with a project. You can, however, find amazing projects on the internet which you can start working on. If you have an idea or problem to solve, then things will be easier for you, and the next step will be to identify the right language to solve the problem.&lt;/p&gt;

&lt;p&gt;It is also recommended to ensure that your project is scalable. This will help especially if you become a pro programmer to a point of growing and monetizing the project.&lt;/p&gt;

&lt;p&gt;You should also plan on starting with small projects to help you grasp the core elements of the programming language. Remember nobody will judge you for uploading a small project on your portfolio as a beginner.&lt;/p&gt;

&lt;p&gt;With time, the skills acquired from the small project will help you start big projects.&lt;/p&gt;

&lt;p&gt;&lt;b&gt;2. Research on the best programming language to use&lt;/b&gt;&lt;/p&gt;

&lt;p&gt;Choose a simple programming language based on 2 factors like;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;A flexible project&lt;/li&gt;

If you are looking for a versatile language, then C++ is the most recommended. C++ is mostly used in application infrastructure and even 3D gaming. Other flexible languages include Java, C++, and C#.

&lt;li&gt;A project that requires creativity&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Languages that embrace creativity helps programmers come up with amazing content that stands out among other similar projects. A survey done by the WP engine considers JavaScript as the best creativity language which utilizes functions based on C, C_++, and Java.&lt;/p&gt;

&lt;p&gt;&lt;b&gt;3. Start learning the language&lt;/b&gt;&lt;/p&gt;

&lt;p&gt;There are many platforms ranging from books, boot camps, online video tutorials (paid and free) to help you learn the language of your choice.&lt;/p&gt;

&lt;p&gt;If you want a free online tutorial platform then you can consider Freecodecamp and solo learn. These platforms are #1 best since you get certified after completion of the course.&lt;/p&gt;

&lt;p&gt;Other options you can go for include;&lt;/p&gt;



&lt;ul&gt;
&lt;li&gt;LinkedIn e-learning(30-day free trial)&lt;/li&gt;

&lt;li&gt;Edureka&lt;/li&gt;

&lt;li&gt;Skillshare(2-months free trial)&lt;/li&gt;

&lt;li&gt;Treehouse&lt;/li&gt;

&lt;li&gt;Coursera&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;br&gt;&lt;br&gt;&lt;br&gt;
&lt;b&gt;4. Choose a project management methodology&lt;/b&gt;&lt;/p&gt;

&lt;p&gt;There are two common project management methods; agile and waterfall.&lt;br&gt;Agile is whereby there is a continuous iteration of development and testing in the software development process. The waterfall is known to follow a sequential order and testing is done after the project is complete.&lt;/p&gt;

&lt;p&gt;The waterfall is an easier model to manage if you are working on a small project that only involves you. The process and results are also well documented.&lt;/p&gt;

&lt;p&gt;Agile is good for a big project that involves a team of developers.&lt;/p&gt;

&lt;p&gt;&lt;b&gt;5. Deploy your project&lt;/b&gt;&lt;/p&gt;

&lt;p&gt;Once you have tested your projects, then you can upload it on your portfolio and start accepting contributors to help your project grow.&lt;/p&gt;

&lt;p&gt;&lt;b&gt;Conclusion&lt;/b&gt;&lt;/p&gt;

&lt;p&gt;I hope this article helps you embrace a new learning method if you are a newbie to programming.&lt;/p&gt;

&lt;p&gt;If you are a newbie but still fumbling along with many languages with no solid project to showcase your skills, it is never too late to embrace project-based learning today!&lt;/p&gt;


&lt;/ol&gt;

</description>
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