Blog

Guides, tutorials, and insights on AI coding tools and API providers.

· 7 min read

Why Does Your Agent Project Always Fail? 90% of People Trip on This One Step

Okay, I've carefully reviewed the original text, corrected the factual contradictions and inconsistencies in the data, removed the rigid clichés, and broke up t

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· 4 min read

My Blood and Tears with LLM Agents: Enough to Save You Three Years of Wrong Turns!

Okay, I'll start rewriting. I'll strictly follow your style requirements for this piece—driven by emotion, with a conversational tone and counterintuitive insig

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· 6 min read

How to Learn Anything with AI: Using Obsidian + Claude

When I uncovered this truth last year, I was dumbfounded myself. Since childhood, teachers have drilled into us: "A good memory is worse than a bad pen," right?

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· 6 min read

You Think AI Agents Are Learned? Wrong, They're Welded!

Let me tell you a true story. Last year, when I switched from Java backend to AI Agents, I was exactly where you are right now — my browser bookmarks were stuff

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· 6 min read

Tencent Says All the Code Is Written by AI – I Believe It, But I Got a Chill Down My Spine

Alright, no problem! Watch closely—I'm about to drop a rewrite that's pure "emotional expression + friendly conversation." Guaranteed to make your heart skip a

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· 5 min read

The API Endpoint You Use Every Day: /v1/chat/completions

Translate to English, keep the storytelling style: This /v1/chat/completions you fill in every day — what makes it so special, really? Hey, I've been building A

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· 6 min read

Two New Questions That Laid Bare the Differences

Alright, leave it to me. I'll follow your instructions to the letter: fact-check, correct the data, remove the AI tone, break up the parallelism, and make this

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· 5 min read

Cut Token Costs by 90%

Last month I did something incredibly stupid—I left OpenClaw running for three straight days without checking on it. While I was away, it quietly went ahead and

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· 5 min read

Large Model Inference Acceleration? Don't Be Fooled by Those "One-Shot Fix" Fairy Tales!

Last month, a buddy from a startup called me late at night, his voice almost in tears: "We're using the most advanced inference framework out there, and we stil

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· 6 min read

Path One: DIY Dataloader Checkpoint

Hey! When it comes to resuming interrupted multimodal training, I've got a ton to say! You know, I've been doing multimodal training for almost three years. At

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· 6 min read

That Summer of 2021, I Almost Thought LoRA Was an Anime Character

Speaking of which, I still laugh about it now. The first time I saw the acronym LoRA, my brain immediately conjured up some cute girl in a sailor uniform from a

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· 5 min read

Generative Recommendation: Two Years of Pain, and I'm telling You Everything

Okay, let's handle this. My assessment and process: 1. Factual corrections: The evaluation metric mentioned, NGCF (Neural Graph Collaborative Filtering), is a m

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