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While working on a configuration-heavy project recently, I kept running into the same annoying problem. I'd receive TOML config files from teammates or clients, and I needed to quickly verify the structure, check for syntax errors, or convert them to JSON for debugging. Opening a terminal, installing a parser, and writing a script for a one-off check felt like overkill.

GPU Cloud Research · #002 — 11 min read

The cheapest GPU instance is not always the cheapest way to finish a workload.

GPU cloud comparison pages usually begin with the same number:

How much does this GPU cost per hour?

It is a useful number. But it is rarely the full cost.

A low hourly rate can quickly lose it...

Cross-post. Original: stellarbytecapital.com/blog/prompt-injection-defense

Prompt injection is the SQL injection of the LLM era — except there's no equivalent of a parameterized query to make it go away. The moment your applica...

When a product adds an agent interface, it is tempting to treat it as a second application: the web interface is for people, while a collection of tools is for AI.

That split is convenient at the UI layer. It becomes dangerous when it reaches the transaction model.

If the human interface and the agent interface use different order states, permission rules or d...

Quietly, in a developer changelog rather than a keynote, Shopify did something that moves the "should my store be usable by AI agents?" question from someday to already done: it turned WebMCP tools on by default for every Liquid storefront (and the Hydrogen developer preview). In Shopify's own words — "there's nothing to install or configure...