The per-iteration arc: four stages (Observe / Announce / Act / Verify) with four required artifacts under Observe. The artifacts are Sensor Roll Call, Conflict Receipt, Gap Map, Cross-Source Dedup.

Sense Before Act: Four Artifacts Every Agent Iteration Must Produce Before It Decides

By the end of this post you will know what every iteration of every production agent must produce BEFORE it decides anything: four small artifacts that catch the failures sharper prompts cannot prevent. You will know why “tell the model to be careful” never worked as a defense, and why the only durable fix is structural. And you will know what the discipline looks like in code, because we have been running it at MACONA for months and the receipts are public. ...

May 26, 2026 · 12 min · Fabian Williams
Five-box diagram of the agent infrastructure control points (Runtime, Identity, Data, Tool/Write, Observability) with the Agent Reliability Kit highlighted on the Observability box, plus a multilayer kill-switch strip across the bottom

Paying Down Supervision Debt: Why the Five Control Points That Decide Whether Your Agent Ships Have Nothing to Do With Your Model

By the end of this post you will know which of the five infrastructure control points your agent stack is shipping without, and you will have a concrete pattern for paying down the observability piece of that debt: a public, consumer-readable audit-trail receipt that satisfies both your security team and your finance team with the same document. The receipt was already in production when the broader practitioner conversation started naming the gap. ...

May 21, 2026 · 9 min · Fabian Williams
Side-by-side comparison of two audit-trail receipts — Claude Desktop on left, LM Studio with Qwen3.6 27B on right — both produced by the same MCP endpoint with identical six-check audit trail

One Agent Receipt, Two Buyers: Why Protocol-Neutral MCP Audit Trails Matter for Both Security AND Finance

Update, 2026-05-19: A2A agent-card now live at mcp.adotob.com/.well-known/agent.json, published 24 hours after Nate B Jones’s IO-2026 video named the agent-card primitive as the second of the four core agent-protocol layers. Three of the four layers of the open-protocol stack are now live in the storefront: MCP for tool access, A2A for agent discovery, and AG-UI manifested as the public receipt page. AP2/X402 is reserved for the MVP-2 paid Stripe flow. By the end of this post you’ll have two public URLs you can forward to your security team AND your finance team — and both audits get satisfied by the same document. That document is an agent receipt. The two URLs are real receipts produced by the same MCP endpoint, one driven by Anthropic-hosted Claude Desktop and the other driven by Qwen3.6 27B running fully offline on my MacBook. The point of this post is why that one-artifact-two-ledgers property matters more than the technology that produces it. ...

May 16, 2026 · 10 min · Fabian Williams