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# llmops

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My colleague's AI agent kept breaking in production. Here's what we found when we looked closer.

My colleague's AI agent kept breaking in production. Here's what we found when we looked closer.

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4 min read
Bulletproofing LLM Structured Output in Python: Healing Retries, Cost Caps, and Drift Detection (Runnable Code)

Bulletproofing LLM Structured Output in Python: Healing Retries, Cost Caps, and Drift Detection (Runnable Code)

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10 min read
Setting up Ray on GKE: How I spent a week optimising Docker pulls?

Setting up Ray on GKE: How I spent a week optimising Docker pulls?

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3 min read
The web is now weaponized against your AI agents

The web is now weaponized against your AI agents

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5 min read
Launch week day 1: drive the full AI testing workflow from inside any AI tool

Launch week day 1: drive the full AI testing workflow from inside any AI tool

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2 min read
Engineering LLMOps: Building Robust CI/CD Pipelines for LLM Applications on Google Cloud

Engineering LLMOps: Building Robust CI/CD Pipelines for LLM Applications on Google Cloud

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7 min read
TraceMind v3 — I built an AI agent that diagnoses why your LLM quality dropped

Uses ReAct loops and semantic failure search

TraceMind v3 — I built an AI agent that diagnoses why your LLM quality dropped

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5 min read
Building an Eval Stack for a LangGraph Agent: From LangFuse to AWS AgentCore

Building an Eval Stack for a LangGraph Agent: From LangFuse to AWS AgentCore

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11 min read
Observability for Non-Deterministic Systems: A Framework for AI Agent Reliability

Observability for Non-Deterministic Systems: A Framework for AI Agent Reliability

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3 min read
Your First LLMOps Pipeline: From Prompt to Production in One Sprint

Your First LLMOps Pipeline: From Prompt to Production in One Sprint

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3 min read
Your LLM Is Lying to You Silently: 4 Statistical Signals That Catch Drift Before Users Do

Your LLM Is Lying to You Silently: 4 Statistical Signals That Catch Drift Before Users Do

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6 min read
Three-Layer Safety for Autonomous Agents: Stopping the Infinite Loop

Three-Layer Safety for Autonomous Agents: Stopping the Infinite Loop

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7 min read
How I Turned Protocol v2 From a Document Into Working Code

How I Turned Protocol v2 From a Document Into Working Code

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10 min read
Munich AI Meetup, 25 March

Munich AI Meetup, 25 March

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2 min read
Autonomous Systems Don't Fail. They Drift Until They Break.

Autonomous Systems Don't Fail. They Drift Until They Break.

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2 min read
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