📰 Dev.to · willamhou
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Dev.to · willamhou
3w ago
How to Add Tamper-Evident Audit Trails to Your OpenClaw Assistant
OpenClaw runs locally and acts on your behalf — so when something goes wrong, can you prove what happened? This walkthrough adds Ed25519-signed audit receipts t

Dev.to · willamhou
3w ago
5 things missing from your AI agent audit logs (and how we fixed them in Signet v0.10)
Most cryptographic audit for AI agents is demo-ware. Outcome binding, durable nonce stores, persistent server identity, forensic restore, and encrypted audit en

Dev.to · willamhou
1mo ago
How to Add Tamper-Evident Audit Trails to Your CrewAI Agents
Sign every tool call with Ed25519, hash-chain the audit log, verify offline. 5 minutes, three lines of code. Works with any CrewAI version that supports tool ho

Dev.to · willamhou
1mo ago
Auto-updating Kubernetes workloads: an annotation-driven rollout, with circuit breaker
How the k8s4claw auto-update controller polls OCI registries on cron, applies semver-filtered upgrades to a StatefulSet, verifies health, and rolls back automat

Dev.to · willamhou
1mo ago
Building an IPC bus for Kubernetes sidecars: WAL, DLQ, and ring-buffer backpressure
How the k8s4claw IPC bus routes messages between channel sidecars and an AI agent runtime with at-least-once delivery, four wire protocols, and four layers of r

Dev.to · willamhou
1mo ago
When Rust's Exhaustive Match Helps (And When It Doesn't): Notes from a Bare-Metal Hypervisor
Exhaustive match helps for enum dispatch, not for (from,to) state-transition tables — and the reason involves AtomicU8 size constraints, not typestate.

Dev.to · willamhou
1mo ago
How to Add Tamper-Evident Audit Trails to Your LangChain Agent
Sign every tool call with Ed25519, hash-chain the audit log, verify offline. 5 minutes, two lines of code.

Dev.to · willamhou
1mo ago
AI Agents Can Move Money But Can't Produce Receipts
AI Agents Can Move Money But Can't Produce Receipts In March 2026, security researchers...

Dev.to · willamhou
1mo ago
Your MCP Server Has No Audit Trail — A Security Checklist
Your MCP Server Has No Audit Trail — A Security Checklist Last month, an AI agent...

Dev.to · willamhou
1mo ago
Every Trending AI Agent Project Is Reinventing Something Humans Already Built
Every Trending AI Agent Project Is Reinventing Something Humans Already Built I've been...

Dev.to · willamhou
1mo ago
Two Hypervisors, One SoC: Replacing Hafnium with 30K Lines of Rust
Two Hypervisors, One SoC: Replacing Hafnium with 30K Lines of Rust Over about 10 weeks, I...

Dev.to · willamhou
1mo ago
Is that MCP request actually from your AI agent
Is that MCP request actually from your AI agent? Last week we open-sourced Signet —...
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