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I built two web-page APIs with Playwright — screenshots/PDF + clean article extraction

I built two web-page APIs with Playwright — screenshots/PDF + clean article extraction

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2 min read
# I built a rollback + guardrail engine for AI agents after finding an attack most safety layers miss

# I built a rollback + guardrail engine for AI agents after finding an attack most safety layers miss

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2 min read
My RAG app confidently made up a drug dosage. So I rebuilt it to say 'I don't know'.

My RAG app confidently made up a drug dosage. So I rebuilt it to say 'I don't know'.

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11 min read
mcpgen: Turn any OpenAPI spec into an MCP server in seconds

mcpgen: Turn any OpenAPI spec into an MCP server in seconds

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1 min read
LLM pipelines fail silently by default

LLM pipelines fail silently by default

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7 min read
Building an Interactive Shell in Python with Aetherix

Building an Interactive Shell in Python with Aetherix

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4 min read
My MCP Server's GitHub Helper Function Could POST and DELETE. Every Tool That Called It Only Ever Used GET.

My MCP Server's GitHub Helper Function Could POST and DELETE. Every Tool That Called It Only Ever Used GET.

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4 min read
Translating a product catalog with an LLM: cache keys and guard rails

Translating a product catalog with an LLM: cache keys and guard rails

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5 min read
How to generate a cryptographic receipt for every AI inference

How to generate a cryptographic receipt for every AI inference

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2 min read
Structured Outputs: How We Stopped Parsing LLM Responses by Hand

Structured Outputs: How We Stopped Parsing LLM Responses by Hand

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6 min read
Ollama's Chinese Model Support Is Real — But Running Kimi and DeepSeek Locally Has a Hidden Cost

Ollama's Chinese Model Support Is Real — But Running Kimi and DeepSeek Locally Has a Hidden Cost

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5 min read
Simulating Antiferromagnets with PennyLane: A Deep Dive into spinq-vqe

Simulating Antiferromagnets with PennyLane: A Deep Dive into spinq-vqe

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3 min read
I Built a Local RAG Assistant with Ollama, ChromaDB and LangChain. Here's What I Learned

Strict offline constraints drive practical lessons

I Built a Local RAG Assistant with Ollama, ChromaDB and LangChain. Here's What I Learned

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7 min read
Building an MCP server in Python: what I learned about tool design

Building an MCP server in Python: what I learned about tool design

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6 min read
FROST - Understanding Agent Architecture in 500 Lines of Python

FROST - Understanding Agent Architecture in 500 Lines of Python

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1 min read
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