Neilton

Technology Architect | Cloud Architect | Senior Architecture | Blockchain | DeFi

[Neilton @rNeilton]

@gustavocaetano Como posso ajudar ?

[Neilton @rNeilton]

@AlfieJCarter Skills

[Neilton @rNeilton]

@AlfieJCarter Agents

[Neilton @rNeilton]

@AlfieJCarter STACK

[Neilton @rNeilton]

Cursor didn't win by having the best AI.
It won by obsessing over one leverage: developer experience.
Most startups spread resources across product, marketing, and sales.
The best ones find one advantage and compound it relentlessly.
https://t.co/0dv7oloDVw

[Neilton @rNeilton]

SEO isn't dead. But ignoring geolocation in 2026 is reminiscent of ignoring Google in 2006.

[Neilton @rNeilton]

@AndrewBolis hustle

[Neilton @rNeilton]

@dimitarangg Fable

[Neilton @rNeilton]

@Drew_code0 Gemini

[Neilton @rNeilton]

@VermaAakash3 cool

[Neilton @rNeilton]

@expertwith_AI Drive

[Neilton @rNeilton]

@mikefutia Seo

[Neilton @rNeilton]

@VengeonsP Opus

[Neilton @rNeilton]

@yanndine agent

[Neilton @rNeilton]

@AlexeiScales miro

[Neilton @rNeilton]

Do you know your model's license?
MIT → no restrictions Apache 2.0 → permissive + patent protection Custom (Llama, Mistral) → commercial limits, MAU caps, attribution rules
Most teams check benchmarks. Before using a model in production, always check the license.

[Neilton @rNeilton]

@Jacobsklug @Lovable Build

[Neilton @rNeilton]

Cascading: begins with cost-effective model; escalates if confidence is low. Pays sequentially. Better for unpredictable workloads. Production uses both.

[Neilton @rNeilton]

Running everything on GPT-5.5 or Claude Opus when you should route to DeepSeek is the operational equivalent of hiring a cardiac surgeon to change a bandage.
The cost differential is approximately 34x. Here is how to build an AI router that selects the right model automatically.

[Neilton @rNeilton]

Two distinct patterns. Do not conflate:

Routing: upfront classification followed by direct execution to the selected model. One decision, one invocation. Lower latency. Requires precise classification.