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    <title>DEV Community: Siva Prakash K Kumar</title>
    <description>The latest articles on DEV Community by Siva Prakash K Kumar (@siva_prakashkkumar_556b).</description>
    <link>https://dev.to/siva_prakashkkumar_556b</link>
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      <title>DEV Community: Siva Prakash K Kumar</title>
      <link>https://dev.to/siva_prakashkkumar_556b</link>
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      <title>The Gateway-Agnostic LLM Control Plane - Why I Built Agnos Proxy</title>
      <dc:creator>Siva Prakash K Kumar</dc:creator>
      <pubDate>Sat, 22 Aug 2026 16:57:34 +0000</pubDate>
      <link>https://dev.to/siva_prakashkkumar_556b/the-gateway-agnostic-llm-control-plane-why-i-built-agnos-proxy-3531</link>
      <guid>https://dev.to/siva_prakashkkumar_556b/the-gateway-agnostic-llm-control-plane-why-i-built-agnos-proxy-3531</guid>
      <description>&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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Ffjh3ep5mho7d1ag964f2.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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Ffjh3ep5mho7d1ag964f2.png" alt="Agnos Proxy architecture showing the control plane and encrypted key vault separated from stateless provider translation engines" width="800" height="533"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;I've been building LLM applications for a while, and I kept hitting the same problem: every gateway I used was a bet.&lt;/p&gt;

&lt;p&gt;Bet on LiteLLM? Great reach, but CVEs hit their API-key-verification path and admin endpoints in 2026.&lt;/p&gt;

&lt;p&gt;Bet on Bifrost? Fast, but doesn't speak every provider.&lt;/p&gt;

&lt;p&gt;Bet on Portkey? Managed, but do I want my keys leaving my network?&lt;/p&gt;

&lt;p&gt;The problem is that most gateways fuse two very different jobs:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Control plane&lt;/strong&gt; - identity, guardrails, budgets, key vault, cost + audit&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Data plane&lt;/strong&gt; - translating the OpenAI request shape into each provider's shape&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;When they're fused, a vulnerability in the translation code can reach your entire key vault. That's what happened with LiteLLM's 2026 CVEs - pre-auth SQL injection, admin file-read, RCE chain CVSS 9.9.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Third Path
&lt;/h2&gt;

&lt;p&gt;Agnos Proxy takes a different approach:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Control plane + vault&lt;/strong&gt; stay in your own infrastructure&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Translation engines&lt;/strong&gt; are disposable, stateless adapters behind a hard boundary&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;One provider key&lt;/strong&gt; injected per request in-flight - engines store nothing&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Swap or combine engines&lt;/strong&gt; - LiteLLM, Bifrost, Portkey, or built-in&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Per-provider routing&lt;/strong&gt; - run several engines at once&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Security&lt;/strong&gt;: A breached engine reaches at most one in-flight key, never the vault.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Flexibility&lt;/strong&gt;: Use Bifrost for your high-volume OpenAI traffic, LiteLLM for niche enterprise models only it speaks. Same endpoint, same keys.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Future-proof&lt;/strong&gt;: New gateway launches? Contain it. Prices change? Swap providers. Never rewrite your app.&lt;/p&gt;

&lt;h2&gt;
  
  
  Technical Details
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;FastAPI control plane&lt;/li&gt;
&lt;li&gt;React dashboard (served at /app)&lt;/li&gt;
&lt;li&gt;Encrypted Fernet vault&lt;/li&gt;
&lt;li&gt;CEL guardrails + PII/secret detection&lt;/li&gt;
&lt;li&gt;Hierarchical budgets + rate-limits&lt;/li&gt;
&lt;li&gt;OpenTelemetry + Prometheus&lt;/li&gt;
&lt;li&gt;Helm chart, Docker, PyPI CLI&lt;/li&gt;
&lt;li&gt;Anti-coupling test enforces engine boundaries&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Getting Started
&lt;/h2&gt;


&lt;div class="ltag-github-readme-tag"&gt;
  &lt;div class="readme-overview"&gt;
    &lt;h2&gt;
      &lt;img src="https://assets.dev.to/assets/github-logo-5a155e1f9a670af7944dd5e12375bc76ed542ea80224905ecaf878b9157cdefc.svg" alt="GitHub logo"&gt;
      &lt;a href="https://github.com/siva010928" rel="noopener noreferrer"&gt;
        siva010928
      &lt;/a&gt; / &lt;a href="https://github.com/siva010928/agnos-proxy-oss" rel="noopener noreferrer"&gt;
        agnos-proxy-oss
      &lt;/a&gt;
    &lt;/h2&gt;
    &lt;h3&gt;
      Gateway-agnostic control plane for LLMs — an OpenAI-compatible governance proxy (auth, guardrails, budgets, routing, cost, observability) over a swappable engine: Bifrost / LiteLLM / Portkey / Direct. Own the control plane, swap the translator.
    &lt;/h3&gt;
  &lt;/div&gt;
  &lt;div class="ltag-github-body"&gt;
    
&lt;div id="readme" class="md"&gt;&lt;div class="markdown-heading"&gt;
&lt;h1 class="heading-element"&gt;Agnos Proxy&lt;/h1&gt;
&lt;/div&gt;
&lt;p&gt;&lt;a href="https://github.com/siva010928/agnos-proxy-oss/actions/workflows/ci.yml" rel="noopener noreferrer"&gt;&lt;img src="https://github.com/siva010928/agnos-proxy-oss/actions/workflows/ci.yml/badge.svg" alt="CI"&gt;&lt;/a&gt;
&lt;a href="https://github.com/siva010928/agnos-proxy-oss/LICENSE" rel="noopener noreferrer"&gt;&lt;img src="https://camo.githubusercontent.com/c57c7f84fa87df0031125068829a16435551f46dd07022a6ef33fdb0c6f0f8d9/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c6963656e73652d4d49542d4635433435312e737667" alt="License: MIT"&gt;&lt;/a&gt;
&lt;a href="https://github.com/siva010928/agnos-proxy-oss/CONTRIBUTING.md" rel="noopener noreferrer"&gt;&lt;img src="https://camo.githubusercontent.com/218f7f6d6078ef9a3eead6c9a4c7c4fd08efde2d4521c2f294205d2c7a6408de/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f5052732d77656c636f6d652d3232443345452e737667" alt="PRs welcome"&gt;&lt;/a&gt;
&lt;a href="https://github.com/siva010928/agnos-proxy-oss/pyproject.toml" rel="noopener noreferrer"&gt;&lt;img src="https://camo.githubusercontent.com/b566d396d2e22b5a6a8b05f1168f96e80fb8e42d45d17cd178a039e81a2b047a/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f707974686f6e2d332e31322d626c75652e737667" alt="Python 3.12"&gt;&lt;/a&gt;
&lt;a href="https://github.com/siva010928/agnos-proxy-oss/releases" rel="noopener noreferrer"&gt;&lt;img src="https://camo.githubusercontent.com/19e885feddb88ac9c23e93f7dc5ed1c8cb97ebbccdcf19fd5bb5359e31e1b253/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f762f72656c656173652f736976613031303932382f61676e6f732d70726f78792d6f73733f636f6c6f723d323244334545" alt="Release"&gt;&lt;/a&gt;
&lt;a href="https://github.com/siva010928/agnos-proxy-oss/CHANGELOG.md" rel="noopener noreferrer"&gt;&lt;img src="https://camo.githubusercontent.com/6929b8147baeaced53bb6eb1be996bfa6cceb05ced061fc2897d1bf4f950ea17/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f7374617475732d7072652d2d312e302d6f72616e67652e737667" alt="Status: pre-1.0"&gt;&lt;/a&gt;
&lt;a href="https://agnos-llm-gateway.site/app/docs" rel="nofollow noopener noreferrer"&gt;&lt;img src="https://camo.githubusercontent.com/698f1a57de6cd8cf91c9abdf4f1d30a9916354ec64304e2901f321522fc4992a/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f646f63732d61676e6f732d2d6c6c6d2d2d676174657761792e736974652d4538363034432e737667" alt="Docs"&gt;&lt;/a&gt;
&lt;a href="https://pypi.org/project/agnos-proxy-llm-gateway/" rel="nofollow noopener noreferrer"&gt;&lt;img src="https://camo.githubusercontent.com/dabcc133c10f550235cf82c5b88d5e47f4ab66eb9e0351842dc2615bec40050e/68747470733a2f2f696d672e736869656c64732e696f2f707970692f762f61676e6f732d70726f78792d6c6c6d2d676174657761793f636f6c6f723d384235434636266c6162656c3d70797069" alt="PyPI"&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;The gateway-agnostic control plane for LLM routing, cost-tracking and observability.&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Agnos Proxy is an &lt;strong&gt;OpenAI-compatible governance proxy&lt;/strong&gt; that sits between your apps and the model
providers. Point any app at it (change one &lt;code&gt;base_url&lt;/code&gt;, send &lt;strong&gt;one workspace key&lt;/strong&gt;) and it inherits
centralized credential isolation, guardrails, budgets, rate-limits, routing/fallback, cost
attribution and full observability - for &lt;strong&gt;any&lt;/strong&gt; provider, behind &lt;strong&gt;any&lt;/strong&gt; translation engine.&lt;/p&gt;
&lt;blockquote&gt;
&lt;div class="markdown-heading"&gt;
&lt;h3 class="heading-element"&gt;Own the control plane. Swap the translator.&lt;/h3&gt;
&lt;/div&gt;
&lt;p&gt;The governance boundary and the &lt;strong&gt;encrypted key vault stay in your own infrastructure&lt;/strong&gt;. The
provider-translation layer is a &lt;strong&gt;swappable, stateless commodity&lt;/strong&gt; in a fixed slot: plug in
&lt;strong&gt;Bifrost&lt;/strong&gt;, &lt;strong&gt;LiteLLM&lt;/strong&gt;, &lt;strong&gt;Portkey&lt;/strong&gt;, the built-in &lt;strong&gt;Direct&lt;/strong&gt; engine, or &lt;strong&gt;any OpenAI-compatible
gateway&lt;/strong&gt; - and swap them &lt;strong&gt;per provider&lt;/strong&gt;, live, with one config change. We &lt;em&gt;contain&lt;/em&gt; the engines
we do not compete with them.&lt;/p&gt;
&lt;p&gt;That is the point: the gateway market never stops moving. Prices change, a provider…&lt;/p&gt;
&lt;/blockquote&gt;&lt;/div&gt;
  &lt;/div&gt;
  &lt;div class="gh-btn-container"&gt;&lt;a class="gh-btn" href="https://github.com/siva010928/agnos-proxy-oss" rel="noopener noreferrer"&gt;View on GitHub&lt;/a&gt;&lt;/div&gt;
&lt;/div&gt;



&lt;div class="crayons-card c-embed text-styles text-styles--secondary"&gt;
    &lt;div class="c-embed__content"&gt;
      &lt;div class="c-embed__body flex items-center justify-between"&gt;
        &lt;a href="https://agnos-llm-gateway.site/app/welcome" rel="noopener noreferrer" class="c-link fw-bold flex items-center"&gt;
          &lt;span class="mr-2"&gt;agnos-llm-gateway.site&lt;/span&gt;
          

        &lt;/a&gt;
      &lt;/div&gt;
    &lt;/div&gt;
&lt;/div&gt;


&lt;p&gt;curl -fsSL &lt;a href="https://raw.githubusercontent.com/siva010928/agnos-proxy-oss/main/install.sh" rel="noopener noreferrer"&gt;https://raw.githubusercontent.com/siva010928/agnos-proxy-oss/main/install.sh&lt;/a&gt; | sh&lt;/p&gt;

&lt;p&gt;pipx install agnos-proxy-llm-gateway &amp;amp;&amp;amp; agnos init&lt;/p&gt;

</description>
      <category>ai</category>
      <category>llm</category>
      <category>litellm</category>
      <category>llmgateway</category>
    </item>
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