AI Tech & Automation Blog

6 proven lessons from the AI projects that broke before they scaled

Nov 10, 2025

5 min

6 proven lessons from the AI projects that broke before they scaled

Companies hate to admit it, but the road to production-level AI deployment is littered with proof of concepts (PoCs) that go nowhere, or failed projects that ne

Nov 9, 2025

2 min

Qwen Edit Upscale LoRA

https://huggingface.co/vafipas663/Qwen-Edit-2509-Upscale-LoRA Long story short, I was waiting for someone to make a proper upscaler, because Magnific sucks in 2

What could possibly go wrong if an enterprise replaces all its engineers with AI?

Nov 9, 2025

4 min

What could possibly go wrong if an enterprise replaces all its engineers with AI?

AI coding, vibe coding and agentic swarm have made a dramatic and astonishing recent market entrance, with the AI Code Tools market valued at $4.8 billion and e

Connect Amazon Bedrock agents to cross-account knowledge bases

Nov 8, 2025

12 min

Connect Amazon Bedrock agents to cross-account knowledge bases

Organizations need seamless access to their structured data repositories to power intelligent AI agents. However, when these resources span multiple AWS account

Easy AI workflow automation: Deploy n8n on Cloud Run

Nov 8, 2025

3 min

Easy AI workflow automation: Deploy n8n on Cloud Run

n8n is a powerful yet easy-to-use workflow and automation tool for multi-step AI agents, and many teams want a simple, scalable, and cost-effective way to self-

Nov 8, 2025

9 min

RL without TD learning

In this post, I’ll introduce a reinforcement learning (RL) algorithm based on an “alternative” paradigm: divide and conquer . Unlike traditional methods, this a

Terminal-Bench 2.0 launches alongside Harbor, a new framework for testing agents in containers

Nov 8, 2025

4 min

Terminal-Bench 2.0 launches alongside Harbor, a new framework for testing agents in containers

The developers of Terminal-Bench, a benchmark suite for evaluating the performance of autonomous AI agents on real-world terminal-based tasks, have released ver

Nov 8, 2025

6 min

What exactly does word2vec learn?

What exactly does word2vec learn, and how? Answering this question amounts to understanding representation learning in a minimal yet interesting language modeli

Whole-Body Conditioned Egocentric Video Prediction

Nov 8, 2025

9 min

Whole-Body Conditioned Egocentric Video Prediction

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From silicon to softmax: Inside the Ironwood AI stack

Nov 7, 2025

13 min

From silicon to softmax: Inside the Ironwood AI stack

As machine learning models continue to scale, a specialized, co-designed hardware and software stack is no longer optional, it’s critical. Ironwood , our latest

Nov 7, 2025

11 min

How does AI work?

TL;DR : Artificial Intelligence learns patterns from data and uses them to make predictions, generate content, or solve problems. Generative AI, such as ChatGPT

How Tariffs Are Forcing Brands to Pivot Marketing Campaigns This Holiday Season

Nov 7, 2025

4 min

How Tariffs Are Forcing Brands to Pivot Marketing Campaigns This Holiday Season

Holiday season 2025 is introducing a new set of norms for retailers amid ongoing tariff pressures. In the face of increased costs of materials, sourcing shifts,

Moonshot's Kimi K2 Thinking emerges as leading open source AI, outperforming GPT-5, Claude Sonnet 4.5 on key benchmarks

Nov 7, 2025

8 min

Moonshot's Kimi K2 Thinking emerges as leading open source AI, outperforming GPT-5, Claude Sonnet 4.5 on key benchmarks

Even as concern and skepticism grows over U.S. AI startup OpenAI's buildout strategy and high spending commitments, Chinese open source AI providers are escalat

Transform your MCP architecture: Unite MCP servers through AgentCore Gateway

Nov 7, 2025

19 min

Transform your MCP architecture: Unite MCP servers through AgentCore Gateway

As AI agents are adopted at scale, developer teams can create dozens to hundreds of specialized Model Context Protocol (MCP) servers, tailored for specific agen

Build software sustainably in the AI era

Nov 6, 2025

4 min

Build software sustainably in the AI era

Artificial intelligence is reshaping our world – accelerating discovery, optimising systems, and unlocking new possibilities across every sector. But with its v

How Amazon Search increased ML training twofold using AWS Batch for Amazon SageMaker Training jobs

Nov 6, 2025

14 min

How Amazon Search increased ML training twofold using AWS Batch for Amazon SageMaker Training jobs

In this post, we show you how Amazon Search optimized GPU instance utilization by leveraging AWS Batch for SageMaker Training jobs. This managed solution enable

Google Cloud updates its AI Agent Builder with new observability dashboard and faster build-and-deploy tools

Nov 6, 2025

4 min

Google Cloud updates its AI Agent Builder with new observability dashboard and faster build-and-deploy tools

Google Cloud has introduced a big update in a bid to keep AI d evelopers on its Vertex AI platform for concepting, designing, building, testing, deploying and m

Databricks research reveals that building better AI judges isn't just a technical concern, it's a people problem

Nov 5, 2025

6 min

Databricks research reveals that building better AI judges isn't just a technical concern, it's a people problem

The intelligence of AI models isn't what's blocking enterprise deployments. It's the inability to define and measure quality in the first place. That's where AI

Iterate faster with Amazon Bedrock AgentCore Runtime direct code deployment

Nov 5, 2025

7 min

Iterate faster with Amazon Bedrock AgentCore Runtime direct code deployment

Amazon Bedrock AgentCore is an agentic platform for building, deploying, and operating effective agents securely at scale. Amazon Bedrock AgentCore Runtime is a

Supercharging the ML and AI Development Experience at Netflix

Nov 5, 2025

11 min

Supercharging the ML and AI Development Experience at Netflix

Supercharging the ML and AI Development Experience at Netflix with Metaflow Shashank Srikanth , Romain Cledat Metaflow — a framework we started and open-sourced

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