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I tried to patch a blind spot in my own MCP tool. The patch and a false-positive bug cancel out.

I tried to patch a blind spot in my own MCP tool. The patch and a false-positive bug cancel out.

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5 min read
3 Costly Mistakes I Made With the OpenAI API (So You Don't Have To)

3 Costly Mistakes I Made With the OpenAI API (So You Don't Have To)

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2 min read
Grok 4.6 Is Now in Foundry — Here’s What It Means If You Write C#

Grok 4.6 Is Now in Foundry — Here’s What It Means If You Write C#

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14 min read
Diff Every Tool Call: Replaying Agent Runs from a JSONL Trace

Diff Every Tool Call: Replaying Agent Runs from a JSONL Trace

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4 min read
Gemini reads the floor plan. Code decides what it means.

Gemini reads the floor plan. Code decides what it means.

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5 min read
RAG Without the Hype: Make Retrieval Observable, Testable, and Replaceable

RAG Without the Hype: Make Retrieval Observable, Testable, and Replaceable

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3 min read
My DSPy pipeline compiled beautifully and got worse in production

My DSPy pipeline compiled beautifully and got worse in production

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3 min read
Every LLM Request Has Two Halves. Only One Uses Your GPU Cores

Every LLM Request Has Two Halves. Only One Uses Your GPU Cores

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6 min read
No one measured AI API latency and uptime independently across regions — so I built it. 38 days and 2M probes in, here's what the data shows

No one measured AI API latency and uptime independently across regions — so I built it. 38 days and 2M probes in, here's what the data shows

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3 min read
I Built an Agentic Hybrid RAG System with FAISS and BM25

I Built an Agentic Hybrid RAG System with FAISS and BM25

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4 min read
Autoregressive vs Diffusion LLMs: How the Next Generation of Language Models Actually Writes Text

Autoregressive vs Diffusion LLMs: How the Next Generation of Language Models Actually Writes Text

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8 min read
My board never scored an outage as a regression. My evidence couldn't prove it.

My board never scored an outage as a regression. My evidence couldn't prove it.

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5 min read
Free Model Meets Free Server: Designing a Repeatable Reliability Experiment

Free Model Meets Free Server: Designing a Repeatable Reliability Experiment

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5 min read
The Retry Tax: When Free AI Capacity Stops Being Free

The Retry Tax: When Free AI Capacity Stops Being Free

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3 min read
Local-First LLM Apps Need a Cloud Escape Hatch: A Hybrid Client Pattern

Local-First LLM Apps Need a Cloud Escape Hatch: A Hybrid Client Pattern

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4 min read
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