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@port_dev

Developer Advocate @monad | merc @buidlguidl |馃憖 address.vision | abi.ninja

portdeveloper.github.io
Joined October 2020
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port
@port_dev
Aug 3
Article

The best local model to run on your laptop for $0

I get this question a lot, and I ask this to myself almost every 3 weeks. I ask it so often that I built shouldirunthis.xyz to settle the money side of it (buy a rig, or keep your sub?). The

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port
@port_dev
Jun 29
Article

Should you run AI locally?

I put together a lightning talk for ClawCon Ankara around one question I keep getting asked: should I run AI locally? People want a yes or a no. The honest answer is that it depends on the job, and I

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port
@port_dev
Jun 9
Article

I asked Fable 5 to build a DEX. Here's how it went

A few days ago I published the Gemma 4 12B test, where a free local model wrote a dapp and found zero of its own bugs. The obvious follow-up was to run the same test on a frontier model and keep the

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port
@port_dev
Jun 4
Article

I asked Gemma 4 12B to create a dapp.

A free model that fits on a laptop wrote my entire dapp, contract and frontend, and then couldn't find a single one of its own bugs. I had a question in mind: can a free, open model you run on your

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port
@port_dev
Jun 1
Article

Simple just works: how i built puddleswap.org

Any problem yields to enough complexity. Most of puddleswap.org was built by an AI agent, and that is most of why I want to talk about it. An agent reaches for the textbook answer by default,

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port
@port_dev
May 24
Article

How to find ideas worth building

The hardest part of building anything is picking the right thing to build. There is exactly one heuristic I trust: If I have a problem with the tools I use every day, other people probably have it

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port
@port_dev
May 12
Article

Setting up Qwen3.6-27B with Unsloth and Pi coding agent

I always wanted a local coding agent that could work inside a real repo without costing me 100 bucks a month. Here is what I landed at after a lot of trial and error: Unsloth Studio as the local

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port
@port_dev
Apr 30
Article

You are prompting GPT 5.5 wrong.

Source: OpenAI. Prompting GPT 5.5 is A LOT different than how you prompted any model before. And GPT 5.5 itself can't write good prompts for itself! See the screenshot below from @VictorTaelin So,

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port
@port_dev
Feb 23
Article

so... how to create a skill that works?

In my previous article, I argued that skills don鈥檛 work the way most people expect. The data from SkillBench supports this. Attaching skills doesn鈥檛 automatically guarantee better performance. So

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port
@port_dev
Feb 20
Article

Skills don't work the way we think they do

I just finished reading SkillBench paper : https://arxiv.org/pdf/2602.12670 And the results are definitely not what most people expect. What researchers did They did 86 real-work tasks across 11 domains

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port
@port_dev
Jan 16
Article

You don't know how to vibe-code

It's 2026. We have AGI (or at least the ability to code almost anything thanks to models like Opus 4.5 from Anthropic and GPT 5.2 from OpenAI). But there's one problem. What you create in minutes

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port
@port_dev
17 Dec 2025
Article

A short piece on building a cool game

Thinking about games to build, one common pattern we can observe is that there usually is a game and a separate mini-game that uses some kind of randomness built around it. Most mobile games work like

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