u/bottleneck-destroyer

I have a huge doubt. Why is there no Al native language? I mean symbols/codes equalling words?

Let's take the case of english. There is ~600k dictionary words and around 1.7m variants/regional words/ dialects.

And there is around 20k to 30k words that normal human would use actively.

Why not create a language, with ASCII codes for each words and each agentic apps converts words to that 'Al-Lang' and vice versa and use it? Wouldn't that essentially reduce tokens by a good margin?

I'm not sure how exactly the Al process things under the hood, and please don't abuse me

I have a huge doubt. Why is there no AI native language? I mean symbols/codes equalling words?

Let's take the case of english. There is ~600k dictionary words and around 1.7m variants/regional words/dialects.

And there is around 20k to 30k words that normal human would use actively.

Why not create a language, with ASCII codes for each words and each agentic apps converts words to that 'AI-Lang' and vice versa and use it? Wouldn't that essentially reduce tokens by a good margin?

I'm not sure how exactly the AI process things under the hood, and please don't abuse me 🥹

Hey everyone,

I'm currently working as a freelancer, specializing in building scalable backends using Go and Node.js, alongside modern frontends with Next.js and React.

Here’s a quick overview of what I typically help clients and teams with:

**MVP Creation**: Taking ideas from zero to production quickly without sacrificing quality or performance.

**Code Migrations & Refactoring:** Modernizing legacy codebases, breaking down monoliths, or switching tech stacks.

**System Architecture & APIs:** Designing robust, industry-standard REST/gRPC APIs and scalable system architectures.

**Containerization & DevOps:** Dockerizing applications, setting up CI/CD pipelines, and streamlining deployment workflows.

Whether you're looking for a reliable engineer to take ownership of a project, need a technical contractor to accelerate your team's output, or want to collaborate on something cool you're currently building, I’d love to chat!

Feel free to send a DM or drop a comment below.

Always happy to share my portfolio/GitHub and discuss ideas!

P.S. I’m not an open-source contributor just yet, but I’m actively looking to get involved. Also, I'm based in India, but I'm completely flexible with timezone overlaps and working around your schedule!

Hey everyone,

I'm currently working as a freelancer, specializing in building scalable backends using Go and Node.js, alongside modern frontends with Next.js and React.

Here’s a quick overview of what I typically help clients and teams with:

MVP Creation: Taking ideas from zero to production quickly without sacrificing quality or performance.

Code Migrations & Refactoring: Modernizing legacy codebases, breaking down monoliths, or switching tech stacks.

System Architecture & APIs: Designing robust, industry-standard REST/gRPC APIs and scalable system architectures.

Containerization & DevOps: Dockerizing applications, setting up CI/CD pipelines, and streamlining deployment workflows.

Whether you're looking for a reliable engineer to take ownership of a project, need a technical contractor to accelerate your team's output, or want to collaborate on something cool you're currently building, I’d love to chat!

Feel free to send a DM or drop a comment below.

Always happy to share my portfolio/GitHub and discuss ideas!

P.S. I’m not an open-source contributor just yet, but I’m actively looking to get involved. Also, I'm based in India, but I'm completely flexible with timezone overlaps and working around your schedule!

Hi! I'm a freelance backend engineer and system architect based in India with 8+ years of experience building scalable, production-ready backend systems.

I can help with:

\- Backend development in Go (primary) and Node.js

\- System architecture and technical design

\- Microservices and distributed systems

\- REST APIs and backend integrations

\- Database design (MySQL, PostgreSQL, MongoDB, Redis)

\- Performance optimization and scaling

\- Docker, AWS, Azure, CI/CD

\- Architecture reviews and backend consulting

Whether you need to build a backend from scratch, improve an existing system, solve performance bottlenecks, or design a scalable architecture, I can help.

Available for:

\- Freelance projects

\- Long-term contracts

\- Remote consulting

\- Backend architecture reviews

Location: India

Timezone: IST (flexible with overlapping hours)

Feel free to DM me with your project details. I'd be happy to discuss how I can help.

Hi! I'm a freelance backend engineer and system architect based in India with 8+ years of experience building scalable, production-ready backend systems.

I can help with:

- Backend development in Go (primary) and Node.js

- System architecture and technical design

- Microservices and distributed systems

- REST APIs and backend integrations

- Database design (MySQL, PostgreSQL, MongoDB, Redis)

- Performance optimization and scaling

- Docker, AWS, Azure, CI/CD

- Architecture reviews and backend consulting

Whether you need to build a backend from scratch, improve an existing system, solve performance bottlenecks, or design a scalable architecture, I can help.

Available for:

- Freelance projects

- Long-term contracts

- Remote consulting

- Backend architecture reviews

Location: India

Timezone: IST (flexible with overlapping hours)

Feel free to DM me with your project details. I'd be happy to discuss how I can help.

Hi everyone,

I'm a senior backend engineer with 8+ years of experience designing, building, and scaling high-performance backend systems.

My expertise includes:

- Go (primary) and Node.js

- Distributed systems & microservices

- System architecture & backend design

- REST APIs & event-driven systems

- Performance optimization & scalability

- MySQL, PostgreSQL, Redis, MongoDB

- Docker, AWS, Azure, CI/CD

- Caching, queues, rate limiting, async processing

I can help with:

- Designing scalable backend architectures

- Building production-ready APIs

- Refactoring monoliths into maintainable services

- Performance tuning and cost optimization

- Technical architecture reviews

- Backend development from idea to deployment

- Engineering leadership and mentoring

I'm available for freelance, contract, or full-time remote opportunities.

If you're looking for someone who values clean architecture, reliability, and long-term maintainability, feel free to send me a DM.

Thanks!