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Most RAG failures don’t crash. They silently return bad answers. I built a repair layer for that.

Most RAG failures don’t crash. They silently return bad answers. I built a repair layer for that.

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1 min read
我花了一下午测试了 NeuralBridge SDK:762KB 的 LLM 自愈方案,能用吗?

我花了一下午测试了 NeuralBridge SDK:762KB 的 LLM 自愈方案,能用吗?

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1 min read
Gemma 4: Frontier AI in Your Hands”

Gemma 4: Frontier AI in Your Hands”

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2 min read
The Cost-Quality-Latency Triangle: Instrumenting the LLM Trade-Off

The Cost-Quality-Latency Triangle: Instrumenting the LLM Trade-Off

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6 min read
Picking LLM Eval Tooling in 2026: 4 Questions Before You Commit

Picking LLM Eval Tooling in 2026: 4 Questions Before You Commit

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6 min read
Multi-Agent Handoffs: The Protocol That Stops Context Loss

Multi-Agent Handoffs: The Protocol That Stops Context Loss

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6 min read
Evaluating RAG: Separate Your Retrieval Metrics From Your Generation Metrics

Evaluating RAG: Separate Your Retrieval Metrics From Your Generation Metrics

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7 min read
Tracking Prompt Versions in Your Traces: The Field Everyone Forgets

Tracking Prompt Versions in Your Traces: The Field Everyone Forgets

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6 min read
Rerankers and the Latency Budget: When Cross-Encoders Are Worth It

Rerankers and the Latency Budget: When Cross-Encoders Are Worth It

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7 min read
Prompt Context Ordering: Why Recency Beats Relevance More Often Than You Think

Prompt Context Ordering: Why Recency Beats Relevance More Often Than You Think

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7 min read
Token-Cost Attribution From Traces: Per-Feature LLM Spend Without a Rewrite

Token-Cost Attribution From Traces: Per-Feature LLM Spend Without a Rewrite

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6 min read
Chain-of-Thought When It Hurts: 3 Tasks Where Reasoning Backfires

Chain-of-Thought When It Hurts: 3 Tasks Where Reasoning Backfires

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6 min read
Designing LLM Trace Spans: What to Capture, What to Drop

Designing LLM Trace Spans: What to Capture, What to Drop

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6 min read
System vs User Prompt in 2026: What Actually Belongs Where

System vs User Prompt in 2026: What Actually Belongs Where

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7 min read
RAG Chunk Size in 2026 The Decision Table Most Teams Skip

RAG Chunk Size in 2026 The Decision Table Most Teams Skip

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6 min read
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