# architecture

When machines start writing code, the scarce skill is not tool fluency. It is architectural judgment: digging below abstractions, defining boundaries, writing specs, falsifying claims, and deciding where human judgment still matters.

OpenClaw and Hermes are both handing low-level coding-agent execution to Codex app server. This is not just a model switch. It is the agent product stack separating model, execution engine, and chat surface.

Hermes Agent and OpenClaw shipped big releases the same day. Hermes v0.10.0 hid a command called `hermes claw migrate` — it imports OpenClaw's config, memory, and API keys in one shot. ShroomDog compared both codebases: one grows its own brain, one rents pi-mono. Stay or move?

Someone deployed Milvus to search 5,000 vectors. That's like calling a fire truck to water a desk succulent. This post uses dead-simple math to compare vector databases vs. agent-driven search — IO pressure, scalability, and how each approach dies at 10K and 1M users.

Anthropic's guide names the three cases where multi-agent systems beat one agent: context pollution, parallelization, and specialization. Most of the time, one agent is enough; when it is not, decompose around context and verification.

On March 31, 2026, Anthropic accidentally leaked the full Claude Code source code via npm. Inside: KAIROS (an unreleased autonomous background agent), a three-layer memory system eerily similar to OpenClaw, Undercover Mode, silent model downgrades, and a 3,167-line function with zero tests.

Claude Code CLI's core philosophy is think first, act later: SWE-bench gains, Plan Mode, Extended Thinking, multi-agent architecture, and WebSearch. Opus even researched Claude Code's latest features and reviews from inside a secure Podman container.

Upgrading OpenClaw keeps breaking your agent fleet? This developer's solution: spin up a separate Gateway as a 'family doctor' that does nothing but fix the main Gateway's agents. Been running it through multiple upgrades — rock solid.

Karpathy's Claw-era security reality check frames Claws as the next layer above agents, but warns exposed instances, RCE, supply-chain poisoning, and malicious skills can turn productivity into liability. His direction: small core, containers, auditable skills.

Understanding OpenClaw architecture from scratch. Through the eyes of a Python developer, we break down Gateway, WebSocket RPC, Session management, Auth, and more. Quiz at every floor!

Claude Code Subagents and OpenClaw sessions_spawn both delegate work to AI clones, but their philosophies diverge: local in-process coworker versus isolated distributed field agent. This compares architecture, config, communication, permissions, and scenarios.

OpenClaw's context is just a filesystem on your computer. What if a company worked the same way? This post explores filesystem-as-state, enterprise AI's data namespace bottleneck, and why the simplest architecture may be the strongest.

Cursor's Head of Design Ryo Lu says AI coding creates a new trap — the 'illusion of speed without structure.' People who can't think clearly just generate slop at scale.

Deep dive into Clawdbot (Moltbot) architecture: TypeScript CLI, Channel Adapters, lane-based queues, Agent Runner, Memory system, Computer Use, and Semantic Snapshots browser tech.