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Five Things to Do Before You Deploy Your Agent to Production

Five Things to Do Before You Deploy Your Agent to Production

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6 min read
Format Tool Output for LLMs Before It Becomes a Tool Result: tool-output-format

Format Tool Output for LLMs Before It Becomes a Tool Result: tool-output-format

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5 min read
Your Agent Doesn't Know When to Stop. Give It a Deadline.

Your Agent Doesn't Know When to Stop. Give It a Deadline.

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4 min read
A/B Test Your Prompts Without a Framework

A/B Test Your Prompts Without a Framework

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5 min read
Five Observability Layers Every Production Agent Needs

Five Observability Layers Every Production Agent Needs

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6 min read
Validate LLM Output Before It Reaches Your Users

Validate LLM Output Before It Reaches Your Users

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5 min read
prompt-cache-key: Stable Hashes for Anthropic Prompt Cache Scopes

prompt-cache-key: Stable Hashes for Anthropic Prompt Cache Scopes

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5 min read
agent-resume: checkpoint and resume long-running AI agent jobs in Python

agent-resume: checkpoint and resume long-running AI agent jobs in Python

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5 min read
Stop Your Agent from Sneaking in 'I would recommend...' When You Said Only 'escalate', 'resolve', or 'defer'

Stop Your Agent from Sneaking in 'I would recommend...' When You Said Only 'escalate', 'resolve', or 'defer'

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5 min read
prompt-eval-rubric: Composable 0.0-1.0 Scoring Rubrics for LLM Outputs

prompt-eval-rubric: Composable 0.0-1.0 Scoring Rubrics for LLM Outputs

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6 min read
Stop Writing One-Off Case Converters for LLM Tool Args: tool-arg-rename

Stop Writing One-Off Case Converters for LLM Tool Args: tool-arg-rename

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5 min read
agent-replay-trace: step through JSONL agent traces for debugging

agent-replay-trace: step through JSONL agent traces for debugging

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5 min read
prompt-replay: Record LLM Outputs Today, Replay Against a New Model Tomorrow

prompt-replay: Record LLM Outputs Today, Replay Against a New Model Tomorrow

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5 min read
Per-Step JSONL Logging for Agent Runs: Know What Your Agent Did and When

Per-Step JSONL Logging for Agent Runs: Know What Your Agent Did and When

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4 min read
One Registry to Rule All Your Agent Tools

One Registry to Rule All Your Agent Tools

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4 min read
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