MCP Registry Solves Discovery. WorkOS Connect Solves Security. (Sponsored)
The MCP Registry makes it easy for LLMs to discover tools, but discovery alone isn’t enough.
Tools still need to act on behalf of users, and that requires secure, delegated access. API keys don’t cut it. They’re hard to scope, break user flows, and undermine the promise of seamless integration.
WorkOS Connect delivers a fully compliant OAuth 2.1 flow. It handles PKCE, scopes, user consent, and secure token issuance out of the box.
The WorkOS advantage:
Compliant with MCP OAuth 2.1
Handles redirects, consent, and scopes
Easy to drop in and fast to ship
This week’s system design refresher:
FAANG System Design Interview: Design A Chat System (Youtube video)
Cookies vs Sessions
Access Control Clearly Explained
Full Fine-Tuning vs LoRA vs RAG
How Git Reset Works?
Apache Kafka Explained (At the high level)
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FAANG System Design Interview: Design A Chat System (WhatsApp, Facebook Messenger, Discord, Slack)
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Cookies vs Sessions
Every web app needs a way to remember users after they log in, and the way they manage this makes a big difference in performance, scalability, and security of that web application.
Cookies:
Store data directly on the client (like user info or tokens).
Each request sends the cookie back to the server.
Simpler to implement, but can expose data if not secured properly.
Sessions:
Store data on the server; the client only keeps a Session ID in a cookie.
Each request uses the Session ID, and the server looks up the data in its session store.
More secure, but requires extra server-side storage and management.
Over to you: Do you usually prefer cookies, sessions, or token-based authentication?
The AI Agent for Production-Grade Codebases (Sponsored)
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Access Control Clearly Explained
Access control decides who gets in and who’s locked out — but the rules vary.
Role-Based Access Control (RBAC): Access based on roles (e.g., Maintainer, Viewer). Simple, scalable.
Attribute-Based Access Control (ABAC): Access based on attributes (user, resource, environment). Flexible, but complex.
Access Control List (ACL): Explicit permissions for each user or group. Direct, but hard to manage at scale.
RBAC = roles.
ABAC = attributes.
ACL = explicit permissions.
Over to you: Have you ever had to switch from one model to another? What drove the change?
Full Fine-Tuning vs LoRA vs RAG
All three are different ways of adapting a large pre-trained language model to new tasks or knowledge.
Full Fine-Tuning
The entire pre-trained model is retrained on new data. It means that all the weights of the network are updated, which gives high accuracy but requires more computing power and storage.
LoRA Fine-Tuning
LoRA stands for Low-Rank Adaptation. Instead of changing the whole model, the main weights are frozen, and only small additional layers are trained. This is much faster and cheaper than full fine-tuning while still adapting the model to new tasks.
RAG
RAG stands for retrieval-augmented generation. The model doesn’t retrain. Instead, it retrieves information from external sources (databases, web, documents, etc) whenever needed. The query is enhanced with relevant context before being passed to the model, making it more accurate and up-to-date without heavy retraining.
Over to you: Which other fine-tuning technique have you seen?
How Git Reset Works?
Git Reset moves your current git branch (HEAD) to a different commit and can make the index and working directory match it.
There are three options available with the ‘git reset’ command:
Move HEAD (--soft)
Moves what the HEAD points to. However, the index and working files stay the same. For example, the ‘git reset --soft HEAD~’ command moves the pointer back one commit.
Updating the Index (--mixed)
This is the default option. It updates the index with the contents of whatever snapshot HEAD now points to, but leaves your working files alone.
Updating the Working Directory (--hard)
This option moves the HEAD, resets the index, and makes the working directory match that commit. The command ‘git reset --hard HEAD~’ sets everything (pointer, index, files) to the older commit.
Over to you: Have you used Git Reset in your project?
Apache Kafka Explained (At the high level)
From Netflix to Uber to LinkedIn, Apache Kafka is the backbone of their real-time data infrastructure. It is a distributed event streaming platform built to handle massive streams of data with low latency and high reliability.
Producers: Applications (web, mobile, IoT, logs, etc.) that publish messages to Kafka topics.
Topics & Partitions: Messages are organized into topics, which are split into partitions for scalability and parallelism.
Broker Cluster: Kafka brokers store and serve partitioned data. Multiple brokers form a cluster to ensure reliability and fault tolerance.
KRaft (Controller Quorum): Coordinates cluster metadata and leader elections — ensuring the cluster remains consistent.
Consumer Groups: Applications that subscribe to topics and consume messages.
Over to you: Do you use it more for real-time pipelines or event-driven microservices?
Dev work ≠ business impact? Fix that. (Sponsored)
Running engineering is brutal. Endless pressure to deliver, constant obstacles, and a business side that doesn’t always get it.
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With DevStats, you stop flying blind and start shipping what matters.
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