Verified cases · Revenue breakdowns
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Revenue, traffic, and step-by-step playbooks—pick one and replicate.
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Featured earn playbooks
Automation · Intermediate
n8n + Claude Code AI Automation Agency: Solo Operator Revenue Playbook
Public compilation of rates, stack, and replication steps for AI automation agencies (disclosed metrics; not a guarantee)
公开披露 $1,800-$26,000/项目 或 $95-$235/小时（非本站承诺）
Difficulty
Intermediate
Startup cost
—
Replicability
—
Ai-Tool-Case · Beginner
AI Carousels Micro-SaaS: How a Solo Founder Shipped LinkedIn Carousel Automation
An Argentinian product designer turned layoff anxiety into a $5K/month AI Micro SaaS in just 10 days — no formal programming background required.
$5,000/mo MRR
- Replicability 85%
Payback
—
Replicability
85%
Ai-Tool-Case · Intermediate
Claude Code Micro-SaaS Weekend Build: Solo Dev Launch Playbook
From blank project to 12 paying customers in a weekend: how Claude Code made a solo developer 10x faster.
$2,400/mo MRR
- Replicability 85%
Payback
—
Replicability
85%
Ai-Tool-Case · Beginner
MetricMint with GitHub Copilot: Build a Self-Hosted Revenue Dashboard
One developer, one Copilot session, one $49 product: the complete story of building MetricMint.
$49 one-time
- Replicability 90%
Payback
—
Replicability
90%
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Based on 33 verified cases — pick a stage, then open a real playbook.
Starting from zero
Low barrier — good for your first AI side project
Cursor for Non-Technical Founders: 48-Hour AI SaaS Build Checklist
Ready to scale
Tooling experience — most cases land at $3k–$12k/mo
HeadshotPro by Danny Postma: Solo AI Headshot Business Model
Advanced & agents
Complex automation & agent plays — higher upside
Nat Eliason × OpenClaw: AI Agent Workflows for Running a Business
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Full playbooks when you are ready
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See what's included- Complete case write-ups & metric notes
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- Step-by-step execution guides
- Tools used in real founder stacks
Playbooks
Step-by-step earn guides
Migrate from GPT-5.6 to GPT-6 Sol/Luna API: 25-minute complete tutorial
If you need a GPT-6 API migration guide, this tutorial covers model ID updates, function calling migration, cache config changes, and 5 breaking changes
How to Write .cursorrules: Cursor Prompt Engineering Guide (2026)
If Cursor's AI keeps generating code you have to fix every time, the problem is not the model: it is your rules file. A good .cursorrules can cut your edit-to-accept ratio from 3:1 to near 1:1. After eight months of iterating on Cursor rules across React, Python, and Go projects, this guide walks through what works, what breaks, and the templates I actually use.
Claude Code Pricing Guide: Plans, Credits, and Cost Optimization (2026)
I spend $80-150/month on Claude Code and use it 6-7 days a week. This guide breaks down exactly how Claude Code pricing works: per-token API billing, Anthropic credits, Max mode costs, the June 2026 billing change, and real monthly budgets from three developer profiles. I also share the six cost optimization techniques that cut my bill from $340 to $80 without reducing how much I ship.
Founder stack
Tools founders actually use
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Industry briefs
AI industry updates
Hugging Face 博客
llama.cpp Adds Native Decision Model Support: 5 Open GGUFs, How to Cut Agent Routing Cost?
llama.cpp PR #29818 adds the /v1/systemone endpoint for native TypeSafe Jev-style decision models: no text generation, returns option probabilities in a single forward pass. Five open GGUF models from 144M to 27B launch first, with the smallest responding in 3ms. Apache 2.0 licensed, supporting choice/score/noul question types.
Aleph Alpha 官方博客
Aleph Alpha Releases Kolibri: 78B Open-Weight German-English MoE, How to Choose Sovereign AI?
German AI company Aleph Alpha released Kolibri on October 3 (Day of German Reunification): a 78.1B total / 3.46B active German-English MoE with 1M context, Merlin-Arthur anti-hallucination protocol, exact quantile balancing routing, Apache 2.0 license for commercial use, trained on 768 B200 GPUs for 21 days over 20T tokens.
Agent Arena (via toolnavs.com)
Xiaomi MiMo-V2.6-Pro Hits Agent Arena: #5 Open-Source, #2 in Confirmed Success — How to Choose Agent Models?
Xiaomi MiMo-V2.6-Pro ranks #5 open-source on Agent Arena across 8,100+ real agent sessions with +3.17% net improvement, and #2 in Confirmed Success (+7.35%) among open-source models. Flash variant costs just $0.04 median, 56% cheaper than Pro. Compared to V2.5-Pro (#13 open-source, -7.23% net), this is a 9-place jump in one generation. MIT license, open source.
LangChain Blog
LangChain Open-Sources Model Router: 64% Cost Cut in Agent Coding with No Quality Loss — How to Build Yours
LangChain built a model router into Open SWE's agent harness that cut median cost per coding thread by 64% ($2.61 to $0.94) across 973 threads in an A/B test, with PR merge rates at 29.2% vs 27.3% (p=0.49, no significant difference). The router uses a Jev decision model classifier to route tasks into Fast (GLM-5.3-Flash), Balanced (GPT-5.6 Sol), and Performance (GPT-6 Astra) tiers. Implementation is open source.