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One model is a guess. Three that agree is a plan.

One model is a guess. Three that agree is a plan.

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6 min read
Why AI Features Fail in Production Even When The Demo Works

Why AI Features Fail in Production Even When The Demo Works

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1 min read
Parametric Hubris: Empirical Evidence That Tool Availability Does Not Equal Tool Usage in Frontier Language Models

Parametric Hubris: Empirical Evidence That Tool Availability Does Not Equal Tool Usage in Frontier Language Models

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53 min read
AWS Speed Boosts, Agentic Limits, and Clinical AI Advances

AWS Speed Boosts, Agentic Limits, and Clinical AI Advances

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2 min read
Your AI Stack Is Too Big

Your AI Stack Is Too Big

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1 min read
5 Hidden Failure Modes When Routing Between 10+ LLM Providers in 2026

5 Hidden Failure Modes When Routing Between 10+ LLM Providers in 2026

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6 min read
LightESB AiAgentDemoSrv v1.0.0: Let LLM Operate Order Data with Camel Tools

LightESB AiAgentDemoSrv v1.0.0: Let LLM Operate Order Data with Camel Tools

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4 min read
Why Audit Is the Missing Layer in Every Healthcare RAG System

Why Audit Is the Missing Layer in Every Healthcare RAG System

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6 min read
There Are Too Many RAG Optimization Techniques, So I Organized Them — and the Big Picture Finally Made Sense

There Are Too Many RAG Optimization Techniques, So I Organized Them — and the Big Picture Finally Made Sense

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8 min read
Building a Voice-Controlled Local AI Agent using Speech-to-Text and LLMs

Building a Voice-Controlled Local AI Agent using Speech-to-Text and LLMs

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2 min read
I Stopped Treating AI Spend Like a Monthly Bill

I Stopped Treating AI Spend Like a Monthly Bill

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1 min read
The gap between detecting hallucinations and handling them

The gap between detecting hallucinations and handling them

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2 min read
Harness Engineering: The Infrastructure Layer That Makes AI Agents Actually Work

Harness Engineering: The Infrastructure Layer That Makes AI Agents Actually Work

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9 min read
How We Solved the Hidden Problem of Cheap LLMs

How We Solved the Hidden Problem of Cheap LLMs

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8 min read
Sonnet 4.6 vs Haiku 4.5 vs Opus 4.6: I Tested 3 Claude Models on 10 Real Tasks

Sonnet 4.6 vs Haiku 4.5 vs Opus 4.6: I Tested 3 Claude Models on 10 Real Tasks

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3 min read
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