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niuniu

Full-stack developer & AI enthusiast. Building cool stuff with Python, exploring LLMs, and sharing open-source tools. Currently obsessed with AI coding assistants. Always learning, always shipping.

Location Shanghai, China Joined Joined on  Personal website https://monkeycode-ai.net/ github website
MiniMax H3 Is Hype Until Your Own Eval Says Otherwise

MiniMax H3 Is Hype Until Your Own Eval Says Otherwise

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2 min read

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I Replaced My $240/Year Cursor Subscription with Continue.dev — Here's the Free Setup

I Replaced My $240/Year Cursor Subscription with Continue.dev — Here's the Free Setup

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2 min read
Quick Tip: Run Hugging Face Models on Google Colab's Free GPU (No Local Setup)

Quick Tip: Run Hugging Face Models on Google Colab's Free GPU (No Local Setup)

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2 min read
I Ran the Same KV Workload on Upstash, Redis Cloud, and Self-Hosted Valkey — One Clear Winner

I Ran the Same KV Workload on Upstash, Redis Cloud, and Self-Hosted Valkey — One Clear Winner

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3 min read
Not Every Prompt Deserves a Frontier Model: A Practical Router for LLM Traffic

Not Every Prompt Deserves a Frontier Model: A Practical Router for LLM Traffic

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5 min read
I Self-Hosted My AI Coding Stack with Ollama, Continue, and Tabby — Total Cost $0/Month

I Self-Hosted My AI Coding Stack with Ollama, Continue, and Tabby — Total Cost $0/Month

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2 min read
I Ran the Same Fine-Tune on Colab, Kaggle, and Lightning AI Free GPUs — Only One Didn't Waste My Time

I Ran the Same Fine-Tune on Colab, Kaggle, and Lightning AI Free GPUs — Only One Didn't Waste My Time

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2 min read
I Ran the Same Site on Vercel, Netlify, and Cloudflare Pages Free Tiers — One Clear Winner

I Ran the Same Site on Vercel, Netlify, and Cloudflare Pages Free Tiers — One Clear Winner

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3 min read
I Tested 5 Free Database Services — Here's What I Found

I Tested 5 Free Database Services — Here's What I Found

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2 min read
I Ran the Same App on Supabase, Neon, and PlanetScale Free Tiers — One Clear Loser

I Ran the Same App on Supabase, Neon, and PlanetScale Free Tiers — One Clear Loser

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2 min read
Quick Tip — Python's functools.cache Cut My Script's Runtime by 94%

Quick Tip — Python's functools.cache Cut My Script's Runtime by 94%

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1 min read
I Stopped Paying $25/Month for API Hosting — Cloudflare Workers Runs My Backend for $0

I Stopped Paying $25/Month for API Hosting — Cloudflare Workers Runs My Backend for $0

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2 min read
Dify vs Building with LangChain Yourself — I Shipped the Same RAG App Twice, and the Winner Isn't Close

Dify vs Building with LangChain Yourself — I Shipped the Same RAG App Twice, and the Winner Isn't Close

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2 min read
Quick Tip: Ollama's `OLLAMA_CONTEXT_LENGTH` Env Var — Double Your Local Model's Memory for Free

Quick Tip: Ollama's `OLLAMA_CONTEXT_LENGTH` Env Var — Double Your Local Model's Memory for Free

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2 min read
I Replaced My $15/Month Postgres Bill with Neon's Free Tier — 6 Months Later, Here's the Real Data

I Replaced My $15/Month Postgres Bill with Neon's Free Tier — 6 Months Later, Here's the Real Data

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3 min read
MiniMax H3 Just Dropped — Here's Why It's a Game-Changer

MiniMax H3 Just Dropped — Here's Why It's a Game-Changer

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2 min read
Quick Tip: Chain Multiple Free GPUs in One Day — Colab, Kaggle, and Lightning AI Compared (2026)

Quick Tip: Chain Multiple Free GPUs in One Day — Colab, Kaggle, and Lightning AI Compared (2026)

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2 min read
I Replaced My $50/Month PaaS Bill with Cloudflare Workers + Neon — Here's the Exact Setup

I Replaced My $50/Month PaaS Bill with Cloudflare Workers + Neon — Here's the Exact Setup

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3 min read
A Reproducible Checklist for Evaluating Free AI Coding Models Before You Rely on Them

A Reproducible Checklist for Evaluating Free AI Coding Models Before You Rely on Them

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5 min read
Dify vs n8n: I Replaced a $600/Month Automation Bill With One of Them — and It's Not the One You'd Expect

Dify vs n8n: I Replaced a $600/Month Automation Bill With One of Them — and It's Not the One You'd Expect

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2 min read
Quick Tip: Colab's Free GPU Is 10x Faster Than Your Laptop for LLM Fine-Tuning — Here's the 5-Minute Setup

Quick Tip: Colab's Free GPU Is 10x Faster Than Your Laptop for LLM Fine-Tuning — Here's the 5-Minute Setup

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2 min read
I Ran My Entire Side Project for $0 for 90 Days — The Free Tier Stack That Actually Held Up

I Ran My Entire Side Project for $0 for 90 Days — The Free Tier Stack That Actually Held Up

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2 min read
Continue vs Tabby vs MonkeyCode: I Installed All 3 Free Copilot Alternatives — One Clear Winner

Continue vs Tabby vs MonkeyCode: I Installed All 3 Free Copilot Alternatives — One Clear Winner

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2 min read
Quick Tip: Run Postgres for Free in 60 Seconds with Neon (Serverless, Scales to Zero)

Quick Tip: Run Postgres for Free in 60 Seconds with Neon (Serverless, Scales to Zero)

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2 min read
I Ran a 7B LLM for a Full Month on My Laptop — My Cloud AI Bill Went from $47 to $0

I Ran a 7B LLM for a Full Month on My Laptop — My Cloud AI Bill Went from $47 to $0

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2 min read
I Ditched Paid AI APIs for Local Models — 3 Months of Real Numbers

I Ditched Paid AI APIs for Local Models — 3 Months of Real Numbers

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2 min read
Quick Tip: Deploy a Scheduled Job on Cloudflare Workers for $0 (No Server Needed)

Quick Tip: Deploy a Scheduled Job on Cloudflare Workers for $0 (No Server Needed)

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2 min read
A Small Reproducible Harness for Comparing Coding Models Before They Touch Your Repo

A Small Reproducible Harness for Comparing Coding Models Before They Touch Your Repo

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4 min read
A Repeatable Harness for Evaluating Free AI Coding Models Before You Trust Them

A Repeatable Harness for Evaluating Free AI Coding Models Before You Trust Them

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5 min read
Tabby vs GitHub Copilot: I Ran Both for 30 Days. One Cost $300/Year, One Cost $0.

Tabby vs GitHub Copilot: I Ran Both for 30 Days. One Cost $300/Year, One Cost $0.

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2 min read
Quick Tip: Free Cron Jobs on Cloudflare Workers (No Server, No Bill)

Quick Tip: Free Cron Jobs on Cloudflare Workers (No Server, No Bill)

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2 min read
I Replaced My $25/Month Postgres with Neon's Free Tier. 6 Months Later, Zero Regrets.

I Replaced My $25/Month Postgres with Neon's Free Tier. 6 Months Later, Zero Regrets.

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2 min read
Prototype Multi-Agent Ideas on a Zero Budget: An Evaluation-First Workflow

Prototype Multi-Agent Ideas on a Zero Budget: An Evaluation-First Workflow

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5 min read
Quick Tip: Deploy a Python API on Railway's Free Tier in 4 Commands

Quick Tip: Deploy a Python API on Railway's Free Tier in 4 Commands

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2 min read
I Switched from GitHub Copilot to Continue.dev. It Cost Me $0 and I Kept My Privacy.

I Switched from GitHub Copilot to Continue.dev. It Cost Me $0 and I Kept My Privacy.

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3 min read
Stop Guessing: A Reproducible Harness for Evaluating Free LLM Access Before You Pay for Anything

Stop Guessing: A Reproducible Harness for Evaluating Free LLM Access Before You Pay for Anything

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5 min read
Quick Tip: Hugging Face Gives You Free GPU Inference — 5 Lines of Python, No Credit Card

Quick Tip: Hugging Face Gives You Free GPU Inference — 5 Lines of Python, No Credit Card

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2 min read
I Replaced My $20/Month Postgres with Neon's Free Tier. My Bill Is $0 — and Cold Starts Got Better.

I Replaced My $20/Month Postgres with Neon's Free Tier. My Bill Is $0 — and Cold Starts Got Better.

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3 min read
Your Prompt Experiments Are Burning API Budget. Build a Test Harness First.

Your Prompt Experiments Are Burning API Budget. Build a Test Harness First.

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4 min read
Vercel vs Netlify vs Cloudflare Pages — I Deployed the Same Next.js App to All 3. One Clear Winner.

Vercel vs Netlify vs Cloudflare Pages — I Deployed the Same Next.js App to All 3. One Clear Winner.

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2 min read
Quick Tip — Run Llama 3.1 8B Locally with Ollama in 3 Commands (No GPU, No API Key)

Quick Tip — Run Llama 3.1 8B Locally with Ollama in 3 Commands (No GPU, No API Key)

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2 min read
I Replaced My $50/Month Database Bill with Free Postgres. 6 Months, $0, Zero Downtime.

I Replaced My $50/Month Database Bill with Free Postgres. 6 Months, $0, Zero Downtime.

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3 min read
I Ditched GitHub Copilot for a $0 Local Setup. Here's My Honest Review.

I Ditched GitHub Copilot for a $0 Local Setup. Here's My Honest Review.

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3 min read
I Tested Every Free GPU for AI in 2026. Only 3 Are Worth Your Time.

I Tested Every Free GPU for AI in 2026. Only 3 Are Worth Your Time.

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3 min read
I Replaced $97/Month of Cloud Bills with Free Tiers. My Invoice Is Now $0.

I Replaced $97/Month of Cloud Bills with Free Tiers. My Invoice Is Now $0.

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2 min read
Quick Tip: Ditch pip's venv Dance — uv Does It in One Command (10x Faster)

Quick Tip: Ditch pip's venv Dance — uv Does It in One Command (10x Faster)

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2 min read
I Deployed 5 Side Projects for $0/Month — My Exact Free-Tier Stack

I Deployed 5 Side Projects for $0/Month — My Exact Free-Tier Stack

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2 min read
I Run 4 LLMs on My Laptop for $0 — Goodbye, $240/Year API Bills

I Run 4 LLMs on My Laptop for $0 — Goodbye, $240/Year API Bills

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2 min read
Google Colab Free Tier Is Criminally Underrated — I Fine-Tuned a 7B LLM for $0

Google Colab Free Tier Is Criminally Underrated — I Fine-Tuned a 7B LLM for $0

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2 min read
I Replaced My $59/Month Database Stack with Free Tiers — 3 Weeks Later, Zero Regrets

I Replaced My $59/Month Database Stack with Free Tiers — 3 Weeks Later, Zero Regrets

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2 min read
I Run My Entire AI Coding Stack Locally for $0 — Here's the Exact Setup

I Run My Entire AI Coding Stack Locally for $0 — Here's the Exact Setup

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3 min read
Quick Tip: Kill Nested-Dict Hell in Python with One Dataclass Pattern

Quick Tip: Kill Nested-Dict Hell in Python with One Dataclass Pattern

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1 min read
DeepSeek-V4 Just Dropped — Here's Why It's a Game-Changer

DeepSeek-V4 Just Dropped — Here's Why It's a Game-Changer

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2 min read
DeepSeek-V4 Just Dropped — Here's Why It's a Game-Changer

DeepSeek-V4 Just Dropped — Here's Why It's a Game-Changer

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2 min read
Test Your Agent Skills Before You Pay for Tokens: A Reproducible Evaluation Workflow

Test Your Agent Skills Before You Pay for Tokens: A Reproducible Evaluation Workflow

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6 min read
This AI Copywriter Uses Real Copywriting Skills — Not Just Templates

This AI Copywriter Uses Real Copywriting Skills — Not Just Templates

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1 min read
Permanent Memory for AI Agents — This 426-Token Prompt Changes Everything

Permanent Memory for AI Agents — This 426-Token Prompt Changes Everything

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1 min read
This Open-Source AI Agent Works Out of the Box — No Setup Required

This Open-Source AI Agent Works Out of the Box — No Setup Required

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1 min read
Kimi K3 Just Dropped — 2.8T Parameters, Here's What You Need to Know

Kimi K3 Just Dropped — 2.8T Parameters, Here's What You Need to Know

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2 min read
I Deleted GitHub Copilot and Saved $120/Year — Here's What I Use Instead

I Deleted GitHub Copilot and Saved $120/Year — Here's What I Use Instead

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2 min read
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