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Claude Code Source Analysis Series, Chapter 5: Tools Overview

Claude Code Source Analysis Series, Chapter 5: Tools Overview

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12 min read
Tool-Response Engineering: The Frontier Beyond Prompt Engineering

Tool-Response Engineering: The Frontier Beyond Prompt Engineering

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17 min read
From Theory to the Floor: What Happens When "Specificity-as-Integrity" Meets a Real Restaurant

From Theory to the Floor: What Happens When "Specificity-as-Integrity" Meets a Real Restaurant

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4 min read
When to Move Beyond LiteLLM (And When Not To)

When to Move Beyond LiteLLM (And When Not To)

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6 min read
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äș†äž€äž‹ćˆæ”‹èŻ•äș† NeuralBridge SDK762KB 的 LLM è‡Ș愈æ–čæĄˆïŒŒèƒœç”šć—

我花äș†äž€äž‹ćˆæ”‹èŻ•äș† NeuralBridge SDK762KB 的 LLM è‡Ș愈æ–čæĄˆïŒŒèƒœç”šć—

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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
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
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
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
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
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
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
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