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Why I Replaced Most of My AI Subscriptions With a Mac Mini Running Local LLMs

Why I Replaced Most of My AI Subscriptions With a Mac Mini Running Local LLMs

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4 min read
Stop guessing your AI bill: one endpoint for GPT-5.5, Claude & Gemini at a flat per-call price

Stop guessing your AI bill: one endpoint for GPT-5.5, Claude & Gemini at a flat per-call price

Comments 2
2 min read
A Chinese 8B model beat the Western 8B models at Japanese RAG. I still wouldn't put it in the default deployment — and that distinction is the point.

A Chinese 8B model beat the Western 8B models at Japanese RAG. I still wouldn't put it in the default deployment — and that distinction is the point.

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4 min read
Part 2 — Why Does One System Need Three Chunking Strategies? And One Document Type Shouldn't Be Chunked At All

Part 2 — Why Does One System Need Three Chunking Strategies? And One Document Type Shouldn't Be Chunked At All

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9 min read
Why I quit SaaS AI observability tools and built a local proxy instead

Why I quit SaaS AI observability tools and built a local proxy instead

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2 min read
AI Agents Remember Facts But Can't Learn From Mistakes — Here's a Fix Tags: ai, agents, machinelearning, python, opensource

AI Agents Remember Facts But Can't Learn From Mistakes — Here's a Fix Tags: ai, agents, machinelearning, python, opensource

Comments 2
3 min read
RAG should never be your default

RAG should never be your default

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3 min read
AI Claim Verification Pipeline: Stop Hallucinations Before They Reach Customers

AI Claim Verification Pipeline: Stop Hallucinations Before They Reach Customers

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9 min read
Apple’s On-Device AI: The Quiet Revolution for Edge Computing and Local-First Apps

Apple’s On-Device AI: The Quiet Revolution for Edge Computing and Local-First Apps

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16 min read
17 free browser-based tools for LLM API developers

17 free browser-based tools for LLM API developers

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1 min read
What Does the Claude API Actually Cost? (June 2026)

What Does the Claude API Actually Cost? (June 2026)

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5 min read
Choosing the Right LLM for Your Agent: A Builder's Comparison Framework

Choosing the Right LLM for Your Agent: A Builder's Comparison Framework

Comments 1
4 min read
The Hidden Cost of AI Agents: Why Your LLM Pipeline Is Bleeding Money

The Hidden Cost of AI Agents: Why Your LLM Pipeline Is Bleeding Money

Comments 1
5 min read
Structured output from LLMs: JSON mode, function calling, and grammar-constrained decoding

Structured output from LLMs: JSON mode, function calling, and grammar-constrained decoding

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7 min read
7 Open-Source AI Projects Developers Need [June 2026]

7 Open-Source AI Projects Developers Need [June 2026]

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13 min read
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