The pitch your team has heard ten times this year: "We can replace 30% of your ops headcount with AI." The pitch usually comes attached to a…
Most agent demos you'll see are toys. A model wrapped in a loop, given a few tools, and pointed at a sandbox. The interesting question — the…
A prediction market needs an engine that does one job: turn an order to buy or sell into a price. There are two answers in production today…
The first version of any RAG system works on a curated demo set. The user asks a question, the system returns relevant chunks, the model ans…
A smart contract audit is one of the more expensive engineering invoices most protocol teams ever sign. A serious firm bills $50–250k for a…
Most AI products we audit are paying somewhere between 5× and 10× what they need to be paying. The reasons are remarkably consistent across…
Most agency engagements get into trouble in the first two weeks, before a single line of code has been written. The team is excited, the fou…
Perpetual DEXes look simple from the outside. Users post collateral, take leveraged positions, the protocol manages the book, and someone —…
The most common AI quality-assurance setup we see in production is one engineer running a few prompts through the new model version, eyeball…
Prediction markets are simple to describe and unforgiving to build. Users buy shares in outcomes ("Will X happen by Y date?"), prices move t…
The "React Native vs native" debate has been running for so long that most of the takes you'll find online are stale. The state of both ecos…
There's a moment, usually nine to eighteen months into a successful product, when the team starts having the same conversation in slightly d…
Stablecoin volume in 2025 surpassed Visa's transaction volume. Most of that is on-chain trading, not real-economy payments — but the share t…
The biggest reason consumer Web3 hasn't gone mainstream isn't the technology. It's that every onboarding flow asks the user to understand se…