There is a strange time lag in conversations about AI. One person remembers the unreliable answers of a free chatbot from several years ago and concludes that the technology is still not useful. Another says that AI has already transformed the way they work. They appear to discuss the same technology while looking at entirely different moments.

Matt Shumer’s February 2026 essay “Something Big Is Happening” explains that gap in urgent terms. It argues that AI is moving fast enough to reshape knowledge work and society, and that people should begin adapting now. I agreed with parts of the essay and found other parts too certain. Its central question was nevertheless difficult to avoid: how much has the value of familiar work and expertise already changed?

Continue reading →

Discussions of AI agents often begin with a browser clicking through websites or a vast application containing every possible feature. The project first known as Clawdbot and later renamed Moltbot pointed in another direction. Instead of asking users to enter a new interface, it moved into the messaging channels and local environments they already used.

That simple choice made me reconsider why the project attracted so much attention—and what an agent needs in order to become a real product.

Continue reading →

In January 2026, CSA-2026-001, a critical vulnerability in CometBFT’s BFT Time implementation, was disclosed. Firmachain prepared v0.5.1-patch2 with the patched CometBFT release in time for public disclosure. A fast response was necessary, but speed alone was not enough. Validators needed to apply the release safely without halting the chain or coordinating a governance upgrade.

Continue reading →

Hereby was an AI contract-management platform connecting preparation, review, execution, and post-signature operations. I worked across backend and AI engineering while helping translate requirements into a product and bring it to release. The hard part was not attaching OCR and an LLM to a document. It was making imperfect AI output inspectable and safe enough to support real contract work.

Continue reading →

Firmachain v0.5.1 was a stability-focused release that consolidated the foundation established by v0.5.0. We upgraded major modules including the Cosmos SDK, IBC-go, Wasmd, and CometBFT, and implemented the initial structure of the Firmachain Validator Advisory Board (FVAB) so validators could participate more systematically in technical decisions.

Continue reading →

Beginning in September 2024, I led Firmachain’s development team across core protocol, smart-contract, and ecosystem work. During that period, we prepared and shipped v0.4.0 and v0.5.0. A mainnet upgrade did not end when new functionality entered the codebase. The more difficult task was aligning the technical and operational conditions under which independent network participants could move safely to the new version.

Continue reading →