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From the trenches.

I write about stuff I've actually built. What worked, what didn't, what I'd do differently. No fluff, no theory, no "top 10 AI tools" listicles.

PROTOCOL11 minAug 6Standards That Ship

Revert Becomes Zero: Confidential Balances and Permissioned Token Compliance

ERC-3643 requires an issuer to freeze part of a balance, force a transfer and pre-check eligibility. Encrypt the balance and every one of those obligations has to be re-derived. From a named author of the standard.

AI AGENTS9 minAug 6Agents in Production

The EU AI Act Technical File, Generated Not Written

Article 11 asks for a document and Annex IV lists what goes in it, in nine points. Most of those points are facts your repository already holds. Here is how to render the file instead of writing it.

AI AGENTS10 minAug 6Agents in Production

How to Earn an Eval Threshold

Three times this series told you to copy the structure and earn the numbers, without saying how. Here is the method: freeze a set, price both directions of being wrong, and let the bar fall out.

WEB311 minAug 5Building the RWA Chain

The Freeze Button Stops Working: ERC-3643 Compliance Across a VM Boundary

Once a compliant token is escrowed into a Cosmos module account, the ERC-20 sees one holder and the freeze powers have nothing left to reach. What ERC-7943 going Final does, and does not, fix.

PROTOCOL12 minAug 5Standards That Ship

Know Your Agent: Who Authorized the Bot That Moved a Security Token

An AI agent can already move a tokenized security. ERC-3643's compliance hook receives three values and never learns who called it. Here is exactly what the standards close and what they do not, checked 2026-08-05.

AI AGENTS9 minAug 3Agents in Production

What It Costs to Run 46 Agents in Production

I ran about 46 agents in production for internal operations. The token bill was the cheapest line on the page. Here is the maintenance burden nobody publishes.

AI AGENTS9 minAug 3Agents in Production

Proving an AI Agent's Work to an Auditor

Observability is for you. An audit record is for someone who does not trust you. Here is the record I write, field by field, and one decision traced end to end.

AI AGENTS8 minJul 23Agents in Production

How an AI Agent Cut Bank Reconciliation to 23 Minutes

How one production AI agent cut a real-estate fund's bank reconciliation from 8 hours to 23 minutes, and why its refusals mattered more than its speed.

PROTOCOL10 minJul 16Standards That Ship

ERC-3643 vs ERC-1400 vs CMTAT: Security Token Standards

A security-token standard is a five-year decision. Here's the honest comparison of all three, plus where Final ERC-7943 fits, from a named author of ERC-3643.

AI AGENTS10 minJul 2Agents in Production

The EU AI Act as an Engineering Checklist

The AI Act's high-risk obligations moved to 2 December 2027 and 2 August 2028. Article 72 monitoring did not move. Here they are as an engineering checklist, not a legal summary.

PROTOCOL9 minJun 11Standards That Ship

Agent Payments, x402, and Who Is Liable When an Agent Pays

x402 lets an autonomous agent pay a bill today. Who's liable when it pays the wrong one? The settlement layer that answers that is missing. Here's the case.

AI AGENTS8 minMay 21Agents in Production

The Eval Suite That Gates a Release

The release-gating eval suite for an agent that reads a fund's docs and must sometimes refuse. Abstention is scored like accuracy, not treated as a bug.

AI AGENTS9 minApr 30Agents in Production

Least Privilege for Agents That Move Money

Prompt injection is not solved, so contain it. Least privilege for money-moving agents, from a smart-contract engineer who wrote the transfer rules.

AI AGENTS9 minApr 9Agents in Production

Verified Citations and Abstention in RAG for Finance

Verified citations and evidence-based abstention: the RAG design I shipped inside a regulated fund, where a RAG that abstains beats one that is confidently wrong.

WEB39 minMar 20Building the RWA Chain

Why RWA Tokenization Needs Its Own Blockchain

General-purpose L1s weren't built for regulated assets, and compliance leaks across VM boundaries. Here's why RWA tokenization needs a purpose-built chain.

AI AGENTS9 minMar 19Agents in Production

I Built 11 Production AI Agents Inside a $3B PE Fund

I shipped 11 production AI agents inside a US real-estate PE fund with roughly $3B AUM. Here is what each layer did, and why the guardrails were the hard part.

PROTOCOL7 minMar 10Standards That Ship

How to Get an ERC (Ethereum Standard) Proposal Accepted

The spec is 20% of getting an ERC to Final. The other 80% is community, politics, and patience. Lessons from authoring ERC-3643, ERC-6960, and ERC-7410.