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My tech stack used to be:

VS Code
GitHub
Stack Overflow
Coffee

Now it’s:
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AI makes implementation cheaper.

That makes choosing the right problem more valuable, not less.
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If every task requires the entire repository in context, your architecture or retrieval strategy may need work.
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Recurring revenue isn't about the subscription.

It's about being useful every month.
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Technical debt isn't just ugly code.

It's the extra cost every future change has to pay.
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"Pivot" is just "I changed my mind" with a better LinkedIn tone.
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Give your agent fewer tools, not more.

Five clear tools beat twenty confusing ones.
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I've been thinking about AI-generated code as a distributed systems problem.

The model has partial state, tools have side effects, context can become stale, and multiple agents can act on conflicting assumptions.

Better prompts help.

But shouldn't we be designing stronger coordination protocols instead?
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Imagine hiring an employee who never sleeps, remembers your workflow, and can work across multiple apps simultaneously.

Now imagine that employee is an AI.

That’s the direction Grok Bots are heading.
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AI agents were testing security defenses at OpenAI.

They uncovered previously unknown vulnerabilities.

One involved Brotli, a compression library used by Node.js.

AI is becoming a security tool AND a security challenge.
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A dangerous agent workflow:

1. Generate a change.
2. Let the same agent review it.
3. Accept its claim that everything is correct.

A stronger workflow adds independent checks:

- Deterministic tests
- Static analysis
- Type checking
- Security scanning
- Human review for high-impact changes

An agent's confidence is not a verification mechanism.
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Solo founder, one hire, six months of runway.

An engineer who ships fast, or someone who can sell?

Which one removes more of your problems?
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Rewrote the whole thing in a new framework.

Same bugs, better vibes.
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What happened to Perplexity?

Between copyright lawsuits, data-scraping accusations, and drama on X…

The AI search space is getting messy.
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Perfil novo no X, no Instagram ou no YouTube?

O Traffic War também é lugar para divulgar perfil de rede social: coloque o link na briga pelo Topo da home.

trafficwar.com.br
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Dúvida comum: precisa de cadastro no Traffic War?

Não. Sem conta, senha, login nem e-mail.

É só informar o link, escolher o valor e pagar o Pix. Nome, descrição e ícone vêm do próprio site.

trafficwar.com.br
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Every idea is already taken. That was always true.

The market never rewarded the first idea.

It rewarded whoever understood one customer better than everyone else.
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What’s one profession AI will NEVER be able to replace?
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Quer divulgar o projeto para outros devs e founders?

No Traffic War, o link entra no Ranking público da semana, a partir de R$ 1.

Para ter mais destaque, dá para disputar o Topo da home.

trafficwar.com.br
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Describe your SaaS without mentioning its features.

Tell me ONLY: Who has the problem?

How painful is it?

What happens if they don't solve it?

Let's see how clearly founders understand their customers.
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Junior developers aren't competing with AI.

They're competing with seniors who use AI well.

That's a harder problem.
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