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  <title>Di Zhang Updates</title>
  <subtitle>Di Zhang is a PhD candidate at Fudan University working on LLM reasoning, scientific intelligence, agentic learning, and foundation models for scientific discovery.</subtitle>
  <link href="https://trotsky1997.github.io/updates.xml" rel="self" type="application/atom+xml" />
  <link href="https://trotsky1997.github.io/updates/" rel="alternate" type="text/html" />
  <id>https://trotsky1997.github.io/updates/</id>
  <updated>2026-06-06T00:00:00+08:00</updated>
  <author>
    <name>Di Zhang</name>
    <email>di.zhang@ustc.edu</email>
  </author>
  
    
    
  <entry>
    <title>Agent-Own Loop Harness</title>
    <link href="https://trotsky1997.github.io/blog/agent-own-loop-harness-when-sdd-runs-itself/" rel="alternate" />
    <id>https://trotsky1997.github.io/updates/#agent-own-loop-harness</id>
    <updated>2026-06-06T00:00:00+08:00</updated>
    <summary type="html">Blog entry on turning OpenSpec from a human-attended workflow into an agent-owned SDD loop.</summary>
    <category term="blog" />
    
    <category term="agents" />
    
    <category term="openspec" />
    
    <category term="sdd" />
    
  </entry>
  
    
    
  <entry>
    <title>delta-mem: Efficient Online Memory for Large Language Models</title>
    <link href="https://huggingface.co/papers/2605.12357" rel="alternate" />
    <id>https://trotsky1997.github.io/updates/#delta-mem-online-memory</id>
    <updated>2026-06-06T00:00:00+08:00</updated>
    <summary type="html">Publication entry added for delta-mem, an efficient online memory approach for large language models.</summary>
    <category term="publication" />
    
    <category term="memory" />
    
    <category term="llm" />
    
    <category term="systems" />
    
  </entry>
  
    
    
  <entry>
    <title>MinT: Managed Infrastructure for Training and Serving Millions of LLMs</title>
    <link href="https://huggingface.co/papers/2605.13779" rel="alternate" />
    <id>https://trotsky1997.github.io/updates/#mint-managed-infrastructure</id>
    <updated>2026-06-06T00:00:00+08:00</updated>
    <summary type="html">Publication entry added for MinT, a managed infrastructure system for training and serving large numbers of LLMs.</summary>
    <category term="publication" />
    
    <category term="llm-infrastructure" />
    
    <category term="training" />
    
    <category term="serving" />
    
  </entry>
  
    
    
  <entry>
    <title>Harness Engineering</title>
    <link href="https://trotsky1997.github.io/blog/harness-engineering-building-the-shell-for-the-ghost/" rel="alternate" />
    <id>https://trotsky1997.github.io/updates/#harness-engineering-shell-for-the-ghost</id>
    <updated>2026-04-04T00:00:00+08:00</updated>
    <summary type="html">Blog entry framing harnesses as the operating shell around agentic systems.</summary>
    <category term="blog" />
    
    <category term="agents" />
    
    <category term="harness" />
    
    <category term="systems" />
    
  </entry>
  
    
    
  <entry>
    <title>Triquetra for LoRAs</title>
    <link href="https://trotsky1997.github.io/blog/triquetra-for-loras-entangled-knobs-when-lora-rank-changes-how-should-learning-rate-move/" rel="alternate" />
    <id>https://trotsky1997.github.io/updates/#triquetra-lora-rank-learning-rate</id>
    <updated>2026-03-24T00:00:00+08:00</updated>
    <summary type="html">Blog entry on how LoRA rank, alpha, and learning rate move together when update scale changes.</summary>
    <category term="blog" />
    
    <category term="lora" />
    
    <category term="optimization" />
    
    <category term="ai-systems" />
    
  </entry>
  
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