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Defending Against Prompt Injection in Python Agents

Defending Against Prompt Injection in Python Agents

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6 min read
Single-Flight LLM Calls: Coalesce 50 Concurrent Identical Requests Into One API Call

Single-Flight LLM Calls: Coalesce 50 Concurrent Identical Requests Into One API Call

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4 min read
tool-output-format: Render Tool Results as LLM-Friendly Markdown

tool-output-format: Render Tool Results as LLM-Friendly Markdown

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5 min read
Run Your Agent in Shadow Mode Before You Trust It With Production

Run Your Agent in Shadow Mode Before You Trust It With Production

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4 min read
agenttap: Wire-Level Prompt Introspection for LLM Agents

agenttap: Wire-Level Prompt Introspection for LLM Agents

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4 min read
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
Stop Guessing Anthropic's Dict Shape for Image Blocks

Stop Guessing Anthropic's Dict Shape for Image Blocks

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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
When to Move an Agent Library From Python to Rust

When to Move an Agent Library From Python to Rust

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5 min read
Build a Provider Failover Chain That Actually Works Under Pressure

Build a Provider Failover Chain That Actually Works Under Pressure

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3 min read
Replay Every LLM Prompt Against a New Model Before You Migrate

Replay Every LLM Prompt Against a New Model Before You Migrate

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3 min read
Tool Call Deduplication: Stop Your Agent from Doing the Same Thing Twice

Tool Call Deduplication: Stop Your Agent from Doing the Same Thing Twice

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6 min read
llm-tool-arg-coerce: Coerce LLM Tool Args to Expected Types with a Function-Sig Shortcut

llm-tool-arg-coerce: Coerce LLM Tool Args to Expected Types with a Function-Sig Shortcut

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5 min read
Composable Stop Conditions: Know When Your Agent Is Actually Done

Composable Stop Conditions: Know When Your Agent Is Actually Done

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4 min read
Heuristic Prompt Compression: Cut Your Context Window Usage Without Losing Key Information

Heuristic Prompt Compression: Cut Your Context Window Usage Without Losing Key Information

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4 min read
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