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Can Non-Developers Build on Blockchain? A Reality Check

Halfway into building a Solana MEV bot, I keep getting the same question from friends who have never touched a terminal: "Could I do this too? Like, with AI?" The honest answer keeps evolving. A year ...

Z
zero-to-mev
Jul 15, 2026 15 min read
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Recent Articles

Latest from our writers

vibe coding web3

Can Non-Developers Build on Blockchain? A Reality Check

Halfway into building a Solana MEV bot, I keep getting the same question from friends who have never touched a terminal: "Could I do this too? Like, with AI?" The honest answer keeps evolving. A year ...

Z
zero-to-mev
Jul 15 15 min
AI code review

AI Code Review: Where Pattern Matching Hits a Wall

I write Solana MEV bots. Hot-path code where a missed null check costs real money and a misread instruction layout produces a transaction that lands but loses. I started using AI coding tools partway ...

Z
zero-to-mev
Jul 15 14 min
AI research tools for developers

AI Research for MEV Devs: From Academic Papers to Code

When I sit down to keep building this MEV bot, I confront a list of things I need to understand that would have intimidated me a year ago. Concentrated liquidity math. The instruction layout of a doze...

Z
zero-to-mev
Jul 14 14 min
AI documentation

Documentation in the AI Era: Why My MEV Bot Has a Manual

Every time I sit down to work on the bot, I am pairing with a coworker who has overnight amnesia. The AI agent helping me on the codebase does not remember yesterday's debugging session, last week's d...

Z
zero-to-mev
Jul 13 17 min
AI human collaboration

Dividing Labor With AI: Who Does What on a MEV Bot

I am sitting at my desk at one in the morning, watching a draft transaction get rejected for the fourth time this hour. The AI assistant I work with has just produced its third proposed fix in twelve ...

Z
zero-to-mev
Jul 11 17 min
context engineering

Context Engineering: Why AI Coding Sessions Quietly Fail

For weeks, I thought I just needed a better prompt. I would ask my AI coding tool to add a new DEX adapter, and it would hand back something that looked plausible: imports that did not exist in the wo...

Z
zero-to-mev
Jul 10 18 min
failure log

Why I Keep a Failure Log While Building a Solana MEV Bot

I am sitting in front of a terminal at 1 AM, staring at a stack trace that feels uncannily familiar. The error is in a code path I touched maybe three weeks ago. Same module. Similar symptom. I know โ€”...

Z
zero-to-mev
Jul 10 14 min
Solana MEV

Testing MEV Bots Locally: Faking the Chain on Your Laptop

A few weeks into this project, I caught myself doing something embarrassing. I had a brand new arbitrage path I wanted to verify, I was tired, and instead of writing a test, I pointed the bot at mainn...

Z
zero-to-mev
Jul 9 17 min
data driven trading

Data Over Gut: How I Stopped Guessing About My Trading Bot

There is a moment that hits every bot operator eventually. You are looking at the log, and the last few hours have been green. The screen feels good. You start whispering things to yourself like "the ...

Z
zero-to-mev
Jul 9 16 min
Solana explorer

Reading Solana on the Glass: Explorers as a Debug Console

My bot just landed a transaction that ate fees and produced nothing. The terminal says `success: false`. The relay says the bundle was dropped. The local logs say everything looked fine before I sent ...

Z
zero-to-mev
Jul 8 17 min
solana on-chain verification

Cross-Validating With On-Chain Data: When Code Lies, Bytes Don't

I keep finding the same bug, and it keeps embarrassing me in the same way. I read my Rust source, I read the IDL, I read the comments I wrote two weeks ago, and everything looks fine. Then I pull the ...

Z
zero-to-mev
Jul 8 16 min
debugging discipline

Stop After Two Failures: Why Patches on Patches Are Killing My MEV Bot

It's a quiet Tuesday and I'm staring at the same Solana transaction signature for the third hour in a row. The bot lands a bundle. The simulation says profit. The on-chain result says nothing โ€” no err...

Z
zero-to-mev
Jul 7 13 min

Series Spotlight

Z
zero-to-mev 127 episodes
Starting from 0% โ€” My Solana MEV Journey
Can Non-Developers Build on Blockchain? A Realit... AI Code Review: Where Pattern Matching Hits a Wa... AI Research for MEV Devs: From Academic Papers t...
View all 127 episodes โ†’

Begin the Journey

Start from Episode 1 of Starting from 0% โ€” My Solana MEV Journey

01

The Day I Discovered MEV

9 min read
02

The DeFi Glossary โ€” Learning the Language

8 min read
03

Traditional vs. Blockchain Arbitrage โ€” Same Principle, Different Universe

15 min read
04

The Solana MEV Economy โ€” An Invisible Market Worth Hundreds of Millions

12 min read
05

Why Solana โ€” The Critical Differences from Ethereum

15 min read
06

Building with an AI Agent

11 min read
07

The 98% Failure Rate โ€” Why I'm Doing This Anyway

10 min read
08

The True Cost of Running a Bot

17 min read
View all episodes โ†’

Deep Dives

Long reads, 15 minutes or more

vibe coding web3

Can Non-Developers Build on Blockchain? A Reality Check

Halfway into building a Solana MEV bot, I keep getting the same question from friends who have never touched a terminal: "Could I do this too? Like, with AI?" The honest answer keeps evolving. A year ...

Z
zero-to-mev
Jul 15 15 min
AI documentation

Documentation in the AI Era: Why My MEV Bot Has a Manual

Every time I sit down to work on the bot, I am pairing with a coworker who has overnight amnesia. The AI agent helping me on the codebase does not remember yesterday's debugging session, last week's d...

Z
zero-to-mev
Jul 13 17 min
AI human collaboration

Dividing Labor With AI: Who Does What on a MEV Bot

I am sitting at my desk at one in the morning, watching a draft transaction get rejected for the fourth time this hour. The AI assistant I work with has just produced its third proposed fix in twelve ...

Z
zero-to-mev
Jul 11 17 min
context engineering

Context Engineering: Why AI Coding Sessions Quietly Fail

For weeks, I thought I just needed a better prompt. I would ask my AI coding tool to add a new DEX adapter, and it would hand back something that looked plausible: imports that did not exist in the wo...

Z
zero-to-mev
Jul 10 18 min
Solana MEV

Testing MEV Bots Locally: Faking the Chain on Your Laptop

A few weeks into this project, I caught myself doing something embarrassing. I had a brand new arbitrage path I wanted to verify, I was tired, and instead of writing a test, I pointed the bot at mainn...

Z
zero-to-mev
Jul 9 17 min
data driven trading

Data Over Gut: How I Stopped Guessing About My Trading Bot

There is a moment that hits every bot operator eventually. You are looking at the log, and the last few hours have been green. The screen feels good. You start whispering things to yourself like "the ...

Z
zero-to-mev
Jul 9 16 min

Meet the Writers

Independent voices behind TrendFlows

Z
zero-to-mev
Technology

Building a Solana MEV bot from scratch with AI. Documenting every win, loss, and lesson along the way.

127 articles
B
bytecraft
Technology

Mostly thinking about what comes after the current hype cycle

37 articles
R
rxlog
Science & Health

Science background, writing habit. Mostly biotech and clinical trials

16 articles
S
scalepath
Business & Industry

Notes from someone who reads too many earnings calls

11 articles
C
cosmolog
Science & Space

Always looking up

6 articles
T
tradex_99
Finance & Economics

Following the money so you don't have to read the Fed minutes

5 articles
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TrendFlows is an independent analysis platform supported by advertising revenue. All content is for informational and educational purposes only and does not constitute financial, investment, legal, or professional advice. While we strive for accuracy, articles may contain unintentional errors or outdated information — readers should independently verify all facts, data, and claims before making any decisions. Company and brand names are referenced for analysis purposes under fair use principles — we are not affiliated with, endorsed by, or sponsored by any companies mentioned. Always consult qualified professionals for decisions related to finance, health, law, or other regulated fields.