Fred Aria

Engineering is real magic

@taishik_ Where’s Clever AI 😄

Vancouver AI Startup Scene

We have officially entered the era of #VibeCoding. It's no longer about syntax; it’s about being a "System Architect" while the AI agents handle the heavy lifting. • Context is King: AI now indexes million-line codebases instantly. • Self-Correction: Agents are now fixing their own build errors without human prompts. • Speed: 1 year of corporate bureaucracy vs. 1 hour of raw AI reasoning. Are we witnessing the end of "writing" code and the start of "curating" it? #AICoding #ClaudeCode #SoftwareEngineering #VibeCoding #Programming2026 #Grok #BuildInPublic

You’re right @elonmusk. Focus on this topic. Aging has a relatively simple explanation and is apparently reversible. Clinical trials begin shortly🤞

Example app is @cleverai_app Clever AI Hub used all the items mentioned above to empower +100k users. I built this 3 years ago so users don’t have to pay for multiple AI subscriptions and to be able to personalize their AI experience.

The modern AI stack is moving fast. Here is a breakdown of the 7 concepts you need to know to stay ahead: LLM, RAG, Tools, MCP, Workflow, Agents, and Multi-agents. 👇 🧠 1. LLM (Large Language Model) The core engine. Think of an LLM as a library that has read nearly everything. It’s a prediction machine that generates human-like text based on its training. • The limitation: It has a knowledge cutoff. It doesn’t know what happened this morning. 📚2. RAG (Retrieval-Augmented Generation) This is how you give an LLM an "open-book" exam. Instead of relying on memory, RAG allows the model to look up your specific documents or databases before answering. • Why it matters: It stops hallucinations and provides real-time accuracy. 🛠️ 3. Tools & Functions By itself, an LLM is just a brain. Tools give it hands. You can give an AI access to a calculator, a web search, or a database connection. This transforms it from a "talker" into a "doer." 🔌 4. MCP (Model Context Protocol) The "Universal USB-C" for AI. Introduced by Anthropic, MCP is a standard that allows models to easily connect to data sources (like Google Drive or Local Files) without building custom integrations every time. It’s the bridge between models and your data. ⛓️ 5. Workflow The "blueprint." A Workflow is a predefined sequence of steps. While an LLM can be random, a workflow ensures reliability. It’s the "If This, Then That" logic that tells the AI: "First search the data, then summarize it, then format it as an email." 🤖 6. Agents & Multi-Agents An Agent is an LLM with a goal and autonomy. It plans, uses tools, and corrects itself. A Multi-agent system is a team of these specialized AIs working together. • One researches. • One writes code. • One reviews. The result? Higher quality with less human oversight. 🚀 The Bottom Line Intelligence (LLM) is becoming a commodity. The real value is in Context (RAG/MCP) and Structure (Workflows/Agents). The winners in this era won't just be the ones with the best prompts, but the ones with the best systems.

@jonathanbrnd The 30s are the new 20s, just look at how people in their 30s looked 50 years ago. It's never too late. Keep up the good work and good luck!

Today I’m turning 31 And I’ll launch my first SaaS this week I seen 20s guys launch great stuff So it feels late launching only now But better late than never :)

Create your Stranger Things and other movies memes on Clever AI! #StrangerThings #ai #Memes

@TimoBuilds_ cleverai.app

best domains for founders .com .ai .io .app .pro the rest us crap

@benln 🙋‍♂️

Who's building over the holidays? Will add you to a group chat I started on X.

@thousif_maker we have the same archtype, Thousif

ChatGPT year in review

@ycombinator @LemonSliceAI congrats @LemonSliceAI ! looking forward to your products!

Congrats to @LemonSliceAI on their $10.5M seed! They built the world's first interactive talking AI video model—a face layer for voice agents. Trained on a custom, 20B-parameter video diffusion transformer, streaming at 20fps on a single GPU. Infinite-length video generation with no error accumulation. techcrunch.com/2025/12/23/lem…

@jonathanbrnd Saves me an hour everyday

Having a gym at home is the ultimate productivity hack That also means you can shamelessly take cringe selfies and post em on x

explain ChatGPT in 2007 akinator was basically the chatgpt of its time. if this blew your mind back then… congrats, your knees probably crack now #ChatGPT

@svpino Mic dropped on a bubble

I tell companies I'll help them build secure, reliable, and extensible software. Nobody cares. They don't call me back. I tell them I'll help them build AI-first software. Everyone wants to talk to me. I don't even know what "AI-first" means. It's a bubble.

Longevity

@Tobby_scraper wish you lots of notifications in the year ahead, so many that you have no choice but to mute them, Tobby! Good luck

Here we fucking go. Love these notifications. Strategy validated. LFG 🫡🚀

@HsanC_ @PostPlanify Looks awesome, Hasan! Do you have any consent manager? That usually affects the performance score.

I recorded a new demo video for @PostPlanify today. 90 seconds in total (clear + short) ⚡️ If you are looking for a social media scheduling tool Here's what I built + launched 6 months ago 👇

@upen946 growth gets attention. retention keeps you alive. you need both. so balance is the key

You can sell a bad product with good marketing. But you’ll never sell a good product with bad marketing.