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A Week in Production: What Your Agent Will Actually Break On

A Week in Production: What Your Agent Will Actually Break On

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6 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
Six Security Layers for Python LLM Agents

Six Security Layers for Python LLM Agents

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6 min read
Stop Generating Fresh UUIDs as Idempotency Keys

Stop Generating Fresh UUIDs as Idempotency Keys

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6 min read
agent-message-window: a sliding context window that never breaks a tool pair

agent-message-window: a sliding context window that never breaks a tool pair

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5 min read
Four Ways to Truncate Enormous Tool Output Without Breaking UTF-8

Four Ways to Truncate Enormous Tool Output Without Breaking UTF-8

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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
Stable Anthropic Cache Scope Hashes: Know Whether Your Prompt Will Hit the Cache

Stable Anthropic Cache Scope Hashes: Know Whether Your Prompt Will Hit the Cache

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5 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
Stable Cache Keys for LLM Requests: Canonical Hashing in Rust

Stable Cache Keys for LLM Requests: Canonical Hashing in Rust

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4 min read
llm-message-hash-py: Canonical Hashes for LLM Request Structures

llm-message-hash-py: Canonical Hashes for LLM Request Structures

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5 min read
token-budget-py: Thread-Safe Token and USD Caps for Python Agents

token-budget-py: Thread-Safe Token and USD Caps for Python Agents

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5 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
Rust: Tag Your Agent Tools With Side-Effect Metadata Before Dispatching Them in Parallel

Rust: Tag Your Agent Tools With Side-Effect Metadata Before Dispatching Them in Parallel

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4 min read
agentprompt-rs: Jinja2 LLM prompt templates in Rust with strict-mode missing variable errors

agentprompt-rs: Jinja2 LLM prompt templates in Rust with strict-mode missing variable errors

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5 min read
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