Chirag (Srce Cde)

#YouTuber #Programmer #Blogger #Python #cloud #CloudComputing #AI #ML YouTube:

[Chirag (Srce Cde) @SrceCde]

But if you’re an engineer evaluating this stuff, ask: what is this actually doing under the hood?
Nine times out of ten, the answer is simpler than the marketing suggests.

#AIEngineering #LLMs

[Chirag (Srce Cde) @SrceCde]

The AI Infrastructure Buzzword Translation Guide

Most of the AI infrastructure layer is Unix pipes and stored procedures in new packaging, wrapped in YAML, and sold with a landing page.

[Chirag (Srce Cde) @SrceCde]

Are the new abstractions useless? No. MCP solves a real interoperability problem. RAG is genuinely useful. “Cognitive architecture” matters in complex systems.

[Chirag (Srce Cde) @SrceCde]

Tool use - function calling, which is just… calling a function

Cognitive architecture - design decisions about routing and reasoning, often reduced to a config file

[Chirag (Srce Cde) @SrceCde]

MCP - a JSON-RPC wrapper around function calls

Guardrails - input validation

Memory - saving stuff to a file or database between sessions

Multi-agent systems - multiple prompts calling each other

[Chirag (Srce Cde) @SrceCde]

Agentic workflows - pipelines where one LLM call’s output shapes the next

Orchestration layer - if/else statements deciding which LLM call to make

RAG - search before answering

[Chirag (Srce Cde) @SrceCde]

The translations:
Skills - tools with business logic baked in

Recipes - predefined sequences of tool calls with a prompt template

Agents - scripts where the LLM decides the control flow instead of you

[Chirag (Srce Cde) @SrceCde]

It planned the tech stack, wrote 437 lines of code, and spun up a server to test it. On my machine, not a cloud.

Fair warning: you need 32GB of RAM for this. The video explains why.

Watch it Here: https://t.co/w9Hw4v7oxU
#LLMs #ClaudeCode

[Chirag (Srce Cde) @SrceCde]

Made a follow-up to the Ollama video. This one goes further.

Instead of just chatting with a local model, I connected it to Claude Code and turned it into an autonomous coding agent. It reads files, writes code, runs commands, and tests its own work.

[Chirag (Srce Cde) @SrceCde]

All locally, no API key, no subscription.

The video walks through the full setup: pulling a coding model, configuring the 64K context window, and launching Claude Code with one command.

Then I gave it a single prompt and let it build a todo app from scratch.

[Chirag (Srce Cde) @SrceCde]

Nothing fancy, just a straightforward setup guide if you've been curious about local LLMs but haven't tried yet.

Link: https://t.co/c1YZ0unSrZ

#llm #localai #ollama #opensource

[Chirag (Srce Cde) @SrceCde]

Made a short walkthrough on running AI models locally with Ollama.
It covers the practical stuff: hardware requirements, installation, and how to increase and verify the context window so the model doesn't forget what you pasted in.

[Chirag (Srce Cde) @SrceCde]

Running Claude Code with Ollama locally:

• Open-source models via Anthropic-compatible API
• Context window size > model choice
• Default context window breaks agentic workflows

https://t.co/nna6nAbFWF

#ClaudeCode #Ollama #LocalAI #LLMs

[Chirag (Srce Cde) @SrceCde]

When data doesn’t fit this structure, many ML techniques break or behave unexpectedly.

#machinelearning #ml #math

[Chirag (Srce Cde) @SrceCde]

What is a vector space - really? (Machine Learning)

A useful way to think about it:
- Field: a kitchen with reliable arithmetic
- Vector space: a kitchen where mixing and scaling always make sense
- Vector: a specific recipe

https://t.co/jGgYgI4Q5m

[Chirag (Srce Cde) @SrceCde]

With the introduction of S3 Vector Buckets, you can now store, index, and query embeddings directly inside S3 — enabling native similarity search without the need for a separate vector database.

Check out the my video here: https://t.co/2bpPjAynDh

#aws #S3 #s3vector

[Chirag (Srce Cde) @SrceCde]

IAM Role Assumption — Explained with a DevOps Out-of-Office Story
https://t.co/7PShWyXiXG
#aws #iam #cloudcomputing

[Chirag (Srce Cde) @SrceCde]

HumanCentric Vertical Laptop Stand Unboxing & Review (MacBook Pro 14” & 16”) [Unsponsored]
#unboxing #MacBookPro
https://t.co/QYfMW5oUhf

[Chirag (Srce Cde) @SrceCde]

@PolandSpringWtr @ReadyRefresh @PolandSpringWtr why can’t you take my concern via DM or chat? I have 6 packages of these bottles.

[Chirag (Srce Cde) @SrceCde]

@PolandSpringWtr @BlueTritonBrnds What are these white elements floating in the water? It stays as it is when boiled.

[Chirag (Srce Cde) @SrceCde]

@PolandSpringWtr Bought water through @ReadyRefresh