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I Built a Slot-Filling Onboarding Bot. It Leaked a Validation Error Into the Chat

I Built a Slot-Filling Onboarding Bot. It Leaked a Validation Error Into the Chat

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4 min read
Ollama Structured Outputs in Practice — Getting Type-Safe JSON from Local LLMs with Pydantic

Ollama Structured Outputs in Practice — Getting Type-Safe JSON from Local LLMs with Pydantic

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6 min read
GLM-5.2 Made It Official: 9 of the Top 10 Open-Source LLMs Are Chinese

GLM-5.2 Made It Official: 9 of the Top 10 Open-Source LLMs Are Chinese

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7 min read
I Gave 3 AI Agents a Decaying Notepad and They Built a Culture

I Gave 3 AI Agents a Decaying Notepad and They Built a Culture

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3 min read
Beyond Prompt Engineering: The AI Systems Layer Production LLM Apps Need

Beyond Prompt Engineering: The AI Systems Layer Production LLM Apps Need

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4 min read
The Best AI Gateway for Scaling Your GenAI Apps

The Best AI Gateway for Scaling Your GenAI Apps

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7 min read
The end of hardcoded model prompts: Building agents that discover their their own infrastructure

The end of hardcoded model prompts: Building agents that discover their their own infrastructure

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4 min read
Top 5 LLM Gateways for Securing Your AI Apps

Top 5 LLM Gateways for Securing Your AI Apps

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8 min read
The 'You Decide' Reflex: Blocking AI-Agent Decision Punting with a Stop Hook

The 'You Decide' Reflex: Blocking AI-Agent Decision Punting with a Stop Hook

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8 min read
Foundation vs. Instruct vs. Chat Models: One Question, Three Answers

Foundation vs. Instruct vs. Chat Models: One Question, Three Answers

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5 min read
97M MCP Downloads and Still No Production Playbook: What I Learned the Hard Way

97M MCP Downloads and Still No Production Playbook: What I Learned the Hard Way

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4 min read
VoxCPM2 TTS, AI Cost Optimization, and HF Hub CLI for Open Models

VoxCPM2 TTS, AI Cost Optimization, and HF Hub CLI for Open Models

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4 min read
Fable 5 refusals are 200 OK — your error handler misses them

Fable 5 refusals are 200 OK — your error handler misses them

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7 min read
Stateful provider fallback for LLM pipelines: an FSM pattern

Stateful provider fallback for LLM pipelines: an FSM pattern

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3 min read
I put an AI agent on a timer. Overnight it burned 136M tokens doing almost nothing.

I put an AI agent on a timer. Overnight it burned 136M tokens doing almost nothing.

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3 min read
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