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Why we're leaving serverless

Every millisecond matters in the critical path of API authentication. After two years of battling serverless limitations, the entire API stack was rebuilt to reduce end-to-end latency. The move from Cloudflare Workers to stateful Go servers resulted in a 6x performance improvement and simplified arc.. read more  

Why we're leaving serverless
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Advancing Our Chef Infrastructure: Safety Without Disruption

Slack pulled back the curtain onSlack AI, its LLM-powered assistant built with a fortress mindset. Every customer gets their ownisolated environment. Any data passed tovendor LLMs? It'sephemeral. Gone before it can stick. No fine-tuning. No exporting data outside Slack. And there’s a wholemiddle-lay.. read more  

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Comparing AWS Lambda Arm64 vs x86_64 Performance Across Multiple Runtimes in Late 2025

A new open-source benchmark looked at 183,000 AWS Lambda invocations, andarm64 beats x86_64across the board in both cost and speed. Rust on arm64 with SHA-256 tuned in assembly? It clocks in 4–5× faster than x86 in CPU-heavy tasks. Cold starts are snappy too—5–8× quicker than Node.js and Python... read more  

Comparing AWS Lambda Arm64 vs x86_64 Performance Across Multiple Runtimes in Late 2025
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Declarative Action Architecture

The Declarative Action Architecture (DAA) is a scalable E2E testing pattern that separates concerns across three distinct layers. TheTest Layeris 100% declarative, statingwhatis being tested without any procedural logic, making tests read like documentation. The coreAction Layerimplements the execut.. read more  

Declarative Action Architecture
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You’ll never see attrition referenced in an RCA

Lorin Hochstein argues that while high-profile engineer attrition is often speculated to contribute to major outages, it is universally absent from public Root Cause Analyses (RCAs). This exclusion occurs because public RCAs aim to reassure customers by focusing on technical fixes, whereas attrition.. read more  

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Failure is inevitable: Learning from a large outage, and building for reliability in depth at

Datadog ditched its “never fail” mindset after a March 2023 meltdown knocked out half its Kubernetes nodes and took major user features down with them. The fix? A full-stack rethink built aroundgraceful degradation. The team addeddisk-based persistence at intake,live-data prioritization,QoS-aware re.. read more  

Failure is inevitable: Learning from a large outage, and building for reliability in depth at
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The story of how we almost got hacked

Team Invictus caught a BEC attempt using WeTransfer to slip in a fake Microsoft 365 login page powered byEvilProxy. Classic Adversary-in-the-Middle move, but dressed up with a slick delivery package. Digging deeper, the team mapped the attacker’s setup and found something bigger: a credential grab c.. read more  

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Agent Sandbox Brings Kernel-Level Guardrails to AI Agents on Kubernetes

gVisor Kata Containers Google Kubernetes Engine (GKE) Kubernetes

Agent Sandbox, a new Kubernetes primitive, was introduced at KubeCon NA 2025 to enhance AI agent management on Kubernetes and Google Kubernetes Engine.

Agent Sandbox Brings Kernel-Level Guardrails to AI Agents on Kubernetes
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AWS Unveils Graviton5: A 192-Core Leap in Cloud Performance and Efficiency

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AWS introduces Graviton5-based EC2 M9g instances, boosting performance by 25% and enhancing scalability while reducing costs.

AWS Unveils Graviton5: A 192-Core Leap in Cloud Performance and Efficiency
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Tor Goes Rust: Introducing Arti, a New Foundation for the Future of Tor

#Rust  #Securit...  #Tor  #Arti  #cryptog... 
Arti Rust Tor

The development of "Arti," a Rust-based Tor implementation funded by Zcash, aims to enhance security and efficiency by addressing the limitations of the current C-based Tor.

Tor Goes Rust: Introducing Arti, a New Foundation for the Future of Tor
On the 1st of July 2017, the Indian government introduced the Goods and Services Tax (GST) to the general public. This tax replaced pre-existing taxes with a destination-based, multi-stage, indirect tax system. The GST applies to all eCommerce and Magento stores within India. The World Bank has stated that the GST is one of the most complex tax systems worldwide due to its intricate nature.

As the GST is bifurcated into multiple tax slabs, it has become more difficult to implement such a complex taxing system in Magento 2. Managing a multi-vendor marketplace entails dealing with numerous vendors who sell various products on your platform. 

This necessitates the computation of GST tax rates based on the product and its category, which can be intricate due to varying tax brackets. An automated system is needed to collect and accurately compute vendor tax rates.

The Magento 2 Multi-vendor Indian GST Extension, also called the Magento Multi-vendor GST Module by MageComp, confidently calculates GST for products sold through your Magento stores by vendors. The module fully complies with the Indian government's GST standards and prominently displays the vendor's GST number and summary in all Magento order documents.

Why choose MageComp’s Magento 2 Multi Vendor Indian GST Extension?

Allows admins to enable/disable the module for global, category, and product-specific configuration.
Orders that are placed with the GST module showcase a detailed bifurcation of tax rates in the order view, credit memos, invoices, new order emails and PDFs.
The GST module displays a detailed SGST and CGST tax bifurcation in the order details.
The module automatically calculates IGST, CGST and SGST based on the products added to the cart.

Benefits of Multi Vendor Indian GST for Admins

Allows admins to mention their GSTIN, CIN and PAN number in all order details.
Admins can import the product-specific GST via a CSV file.
Admins have the option to include or exclude GST tax rates from the product prices.
Admins can easily set their business origins and apply IGST (interstate Magento GST)
The module allows the admin to upload an image and a digital signature to display in invoice PDF.
Admins have the option to generate detailed GST reports based on orders and products.

Benefits for Vendors

Vendors are allowed to add their GST number to all invoices and other documents.
Vendors can set a GST rate from the backend grid while creating a product.
Vendors can also set a minimum order price to apply GST rates.

Benefits for Customers

Customers can enter the buyer’s GST number to signup.
Customers can update their buyer’s GST number any time they want from their account grid.