AI Tutorials & Practice

An offline checker that ranks machine-translated segments by the risk of a major meaning error: a $1.22 Tinker LoRA, Gemma 4 on DigitalOcean, Sentry tracing.

Why your agents need their own identity Most teams run every AI agent under one shared...

IMPORTANT. CRITICAL. You MUST. NEVER. A third of the repos in the Q3 report, 3,319 of the 9,784 with...

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...

When an AI agent commits a change to code, it makes a claim about what it changed: "fixed typos" or...

Do you also hate upgrading Angular versions? Because I do. I maintain a few open-source projects, and...

What speculative decoding is, how Gemma 4's multi-token prediction drafter rides on the main model, why you would add one, and an exact Q4_0 repack of Google's QAT drafters on Hugging Face that cuts the file to 60% of the size and the memo…

In Part 1, I wrote about the uncomfortable part of AI-assisted engineering: the tools are becoming...

Why do 200-line agent prompts, Asimov's Three Laws, and sequential pre-landing checklists all fail the same way? How Fernando Flores's 1986 Committed Speech, Nuel Belnap's 1977 4-Valued Logic, and Tony Hoare's 1978 CSP turned our Makefile …

My entry for the Hacktoberfest Open-Source AI Challenge, Week 2 (Side Hustle). A reseller I know got...

Anekha Sokhal spent nearly a decade trading energy derivatives at JP Morgan, then came to the US on a...

AI engineers spend enormous amounts of time tweaking small things to achieve bigger gains. Energy is...

When a coding agent investigates a production bug, it might need to read a repository, query logs,...

In the high-stakes world of enterprise AI engineering, the default assumption is that reliability...

Deeply understand the task at hand The biggest mistake teams make with agents is...

In audit, the opinion is the product, and an opinion is only as good as its basis. Being right isn’t...

Have you ever told your AI agent something important, only to realize a few conversations later that...

By Ryan Swift Yesterday, Google finally released its Gemini 4 Argon model for public use. It’s...

A scan of the Slack channels for a recent private equity deployment of Clonal (our operational...

Google mapped the complete male fruit fly brain, and my first question to an agent was “Can this run...

We spent the past few months on a question that sounds simple: what does it actually take to move a...

Many engineers rightfully view every step in a financial workflow as a potential point of failure,...

For financial technology institutions operating at enterprise scale, the initial wave of Generative...

The biggest design shift of the AI era isn’t about who writes the code. It’s about how long the code...

Getting an LLM-powered feature to work in a demo takes an afternoon. But getting it to produce the...

Someone built a torture chamber for small AI models, and the internet wanted it gone. I went through...

Imagine spending weeks agonizing over every single paragraph, polishing every example, and pouring...

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...

Intro AI Avatar is a free app where your VRoid (VRM) avatar cheers you with all its...

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle ...

The best thing I shipped last year was a diff that deleted more than it added. I don't mean that as...

Google's Agent Development Kit (ADK) is a code-first framework: you write a Python module, declare an...

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle. ...

I gave an AI agent a Terraform task. It found a credentials problem. Part 1 of 3 in...

Two months of full-time work went into this. The part that nearly sank it was not the routing layer,...

Are AI models running directly in the browser finally good enough to use in production? Let's find...

Most companies did not plan their AI infrastructure. It grew as usage across teams increased. Someone...

Your app has login. Passwords are hashed. Tokens are validated. Private pages redirect...

If you built a Gem in Gemini or a custom GPT in ChatGPT, it is about to be converted into something...

The same model in three containers: 397 MB of Q4_K_M GGUF, 1.20 GB of BF16 GGUF, 1.50 GB of BF16 safetensors. The bytes are the record's honest numbers — the runtime decides.