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23 posts tagged with "agentic-patterns"

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Open Source AI Personal Assistants - A Deep Comparison

· 14 min read
Calvin Cheng
Shape what gets built and the value it creates.

The open source AI assistant space has exploded in the past few weeks. What started with a single breakout project (Clawdbot, later Moltbot, now OpenClaw) has spawned an entire ecosystem: full-featured frameworks, minimal rewrites, Python alternatives, Go and Rust implementations for embedded hardware, and shell-script-as-a-service. The projects share a common promise - an AI agent that runs locally, connects to messaging channels, and can execute real tasks - but differ sharply in implementation and philosophy. If you're evaluating or building on one, the trade-offs matter. This post does a deep comparison of eight major implementations.

The Other Dimension

· 8 min read
Calvin Cheng
Shape what gets built and the value it creates.

Rethinking Assumptions argued that our dev tools were built for a world where humans were the scarce resource - tickets, PRs, and linear workflows made sense when changes were expensive. This post breaks a parallel assumption: that capability in AI-assisted software work is the same thing as readiness to operate safely at that level. It is not. You need a second dimension.