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Opus 4.8, Qwen, DeepSeek, and a Claude Code Failure: What I Could Actually Reproduce

Opus 4.8, Qwen, DeepSeek, and a Claude Code Failure: What I Could Actually Reproduce

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3 min read
AI Basics: Key Concepts Every Software Engineer Should Know

AI Basics: Key Concepts Every Software Engineer Should Know

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18 min read
Yapay Zekanın Geleceği: Küresel Ambargolar ve Erişim Eşitsizliği

Yapay Zekanın Geleceği: Küresel Ambargolar ve Erişim Eşitsizliği

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6 min read
How We Cut Our AI Coding Bill by 65% Without Sacrificing Quality

How We Cut Our AI Coding Bill by 65% Without Sacrificing Quality

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3 min read
The age of local LLMs is here

The age of local LLMs is here

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5 min read
Trust the harness, not the model: a weekend of local agents building their own guardrails

Trust the harness, not the model: a weekend of local agents building their own guardrails

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7 min read
KeyMesh: Zero-Runtime-Dependency API Key Rotation, Circuit Breaker and Failover for Production LLM Applications in Node.js

KeyMesh: Zero-Runtime-Dependency API Key Rotation, Circuit Breaker and Failover for Production LLM Applications in Node.js

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3 min read
Microsoft MAI-Code-1-Flash: Adaptive Solution-Length Control

Microsoft MAI-Code-1-Flash: Adaptive Solution-Length Control

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6 min read
We fixed the worst prompt variant. It got better. That doesn't mean the fix worked.

We fixed the worst prompt variant. It got better. That doesn't mean the fix worked.

Comments 2
9 min read
Choosing the Right Scraping Interface for LLM Workflows

Choosing the Right Scraping Interface for LLM Workflows

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4 min read
Rust RAG, Tokenizer-Free TTS (VoxCPM2), & Project NOMAD: Local AI & Offline Deployments

Rust RAG, Tokenizer-Free TTS (VoxCPM2), & Project NOMAD: Local AI & Offline Deployments

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3 min read
I got tired of LLM observability tools getting acquired. So I built one that can't be.

I got tired of LLM observability tools getting acquired. So I built one that can't be.

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1 min read
Your LLM isn't watching the video. It's reading subtitles.

Your LLM isn't watching the video. It's reading subtitles.

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2 min read
Quantum Edge, LLM Leaders, and Hidden AI Traps

Quantum Edge, LLM Leaders, and Hidden AI Traps

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2 min read
Will your codebase fit in the context window? How to measure it (and trim to fit)

Will your codebase fit in the context window? How to measure it (and trim to fit)

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2 min read
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