Hello, 2022; what an end!

I sat in a standing-room-only prompt engineering workshop feeling anxious—not because I was behind, but because I don't use any of these frameworks. Turns out my instinct was right. That same month, the technology shifted from prompts to persistent agent skills

This Hacktoberfest, I'm not contributing code—I'm maintaining my own. Two years after redlines went viral, I'm adapting it for AI agents. The lesson: tools that don't work with AI will fade. Open source needs to evolve with how people actually work.

A new term is making headlines: "workslop"—AI-generated work that looks polished but lacks substance. Research found 40% of workers encountered it last month, costing $186 per employee in cleanup time. For resource-constrained lawyers, you can't spend time fixing what's irretrievably broken.

Singapore's High Court just handed down what might be its first formal ruling on AI-generated fake cases in legal practice (2025 SGHCR 33). For resource-constrained practices, this case validates a hard truth - you might be better off avoiding AI entirely.

While legal tech Twitter argues about Harvey's performance, solo counsel should focus on the real lesson: Harvey created a replicable blueprint for making AI feel safe and professional to skeptical lawyers. Here's how to apply their approach when evaluating any legal AI tool.