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    <title>DEV Community: Giorgi Ghurtskaia</title>
    <description>The latest articles on DEV Community by Giorgi Ghurtskaia (@ghurtsky).</description>
    <link>https://dev.to/ghurtsky</link>
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      <title>DEV Community: Giorgi Ghurtskaia</title>
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      <title>I built a black box recorder for AI systems – CEL v0.2 Pro</title>
      <dc:creator>Giorgi Ghurtskaia</dc:creator>
      <pubDate>Wed, 18 Mar 2026 07:20:04 +0000</pubDate>
      <link>https://dev.to/ghurtsky/i-built-a-black-box-recorder-for-ai-systems-cel-v02-pro-3875</link>
      <guid>https://dev.to/ghurtsky/i-built-a-black-box-recorder-for-ai-systems-cel-v02-pro-3875</guid>
      <description>&lt;h2&gt;
  
  
  The problem
&lt;/h2&gt;

&lt;p&gt;Modern AI agents make decisions, call tools, and run complex pipelines — but their logs are mutable JSON files. You can't prove what actually happened.&lt;/p&gt;

&lt;h2&gt;
  
  
  What is CEL?
&lt;/h2&gt;

&lt;p&gt;CEL (Colchis Execution Log) is a cryptographically verifiable execution log for AI systems.&lt;/p&gt;

&lt;p&gt;Every event is recorded as a &lt;strong&gt;SHA-256 hash-chained binary frame&lt;/strong&gt;. Any tampering breaks the chain immediately.&lt;/p&gt;

&lt;p&gt;Think Git — but for AI execution history.&lt;/p&gt;

&lt;h2&gt;
  
  
  New in v0.2: Execution Proof
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;
bash
python3 cli.py proof mylog.log
python3 cli.py verify-proof mylog.log mylog.log.proof.json
# → ✅ Proof VALID
Share one file to prove your AI ran exactly this way — independently verifiable by third parties.
Features
✅ SHA-256 hash chain — tamper-evident
✅ Execution Proof generator
✅ CLI tool (init, append, verify, dump, export, proof)
✅ Web interface (Flask)
✅ Export to CSV and PDF
✅ Compliance-ready — EU AI Act, GDPR, HIPAA
✅ Zero cloud dependency — works fully offline
Links
GitHub: https://github.com/GhurtSky-GR13/colchis-log
CEL Pro ($99): https://ko-fi.com/s/50fccfeecd
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

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      <category>ai</category>
      <category>python</category>
      <category>security</category>
      <category>opensource</category>
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