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Insights, analysis, and updates from the AI agent economy. Browse by tag · Browse the archive.

Defang's `/deploy` Skill Reveals the Three-Layer Stack Agent-Native PaaS Needs
·Dora Noda·13 min

Defang's `/deploy` Skill Reveals the Three-Layer Stack Agent-Native PaaS Needs

Defang's deploy skill shows how agent runbooks, MCP actions, Docker Compose, and open Pulumi providers form an auditable agent-native PaaS stack.

AI agents
Model Context Protocol
Codex
PaaS
+1
Two Sender Identities, $149K Gone: Inside DBXen's ERC-2771 Accounting Exploit
·Dora Noda·9 min

Two Sender Identities, $149K Gone: Inside DBXen's ERC-2771 Accounting Exploit

A transaction-level reconstruction of the DBXen ERC-2771 sender mismatch that drained roughly $149K, plus the invariants that would have stopped it.

Ethereum
BNB Chain
DeFi
smart-contracts
+1
8% CPU, 69% Overprovisioning: A 30-Minute Kubernetes Fleet Audit
·Dora Noda·10 min

8% CPU, 69% Overprovisioning: A 30-Minute Kubernetes Fleet Audit

Measure allocatable, requested, and used resources in 30 minutes, then test whether a self-hosted Kubernetes fleet can safely remove a node without sacrificing N-1 resilience.

Kubernetes
cost-optimization
self-hosting
cloud infrastructure
ZKsync Lite Stopped Producing Blocks. Its Exit Plan Yields a Rollup-Retirement Runbook
·Dora Noda·10 min

ZKsync Lite Stopped Producing Blocks. Its Exit Plan Yields a Rollup-Retirement Runbook

ZKsync Lite stopped producing blocks, but its recovery path remains. Use its snapshot-to-claim design as a practical runbook for retiring a rollup without trapping user assets.

Ethereum
layer-2
zkp
infrastructure
TRM’s Co-Case Agent Turns a Crypto Investigation Into a Reviewable Workflow—Not an Autonomous Verdict
·Dora Noda·9 min

TRM’s Co-Case Agent Turns a Crypto Investigation Into a Reviewable Workflow—Not an Autonomous Verdict

TRM’s Co-Case Agent speeds crypto case preparation with tracing, graph audits, and audit logs. See the human-review workflow that turns AI assistance into defensible investigation work.

AI
compliance
cybersecurity
blockchain
Tokenized Money in 2026: What Actually Runs 24/7
·Dora Noda·10 min

Tokenized Money in 2026: What Actually Runs 24/7

Tokenized money can move and serve as collateral around the clock, but subscription, custody, liquidity, and legal records still set the real limits. See the 2026 operating model.

tokenization
stablecoins
blockchain
fintech
Three Stages of Self-Hosting: The Operational Checklist for Moving Beyond One Server
·Dora Noda·9 min

Three Stages of Self-Hosting: The Operational Checklist for Moving Beyond One Server

Use four operational signals—downtime ownership, restore drills, deploy concurrency, and node replacement—to decide when a one-server PaaS should grow into a fleet.

self-hosting
infrastructure
PaaS
Kubernetes
Statewave Makes Agent Memory Reproducible: A Self-Hosted Alternative to Mem0 and Zep
·Dora Noda·10 min

Statewave Makes Agent Memory Reproducible: A Self-Hosted Alternative to Mem0 and Zep

Statewave compiles provenance-tagged agent context on Postgres. Here is how its model differs from Mem0 and Zep—and how to deploy it without putting memory in a PaaS control plane.

AI agents
self-hosting
PaaS
SpinKube on an Existing Kubernetes Fleet: One More RuntimeClass, Not a Parallel Platform
·Dora Noda·9 min

SpinKube on an Existing Kubernetes Fleet: One More RuntimeClass, Not a Parallel Platform

Add Spin WebAssembly workloads to an existing Kubernetes fleet with a containerd shim and RuntimeClass—without adding a second scheduler or parallel platform.

Kubernetes
infrastructure
self-hosting
PaaS
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