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Applied AI·August 14, 2026·1 min read

Writer bets on cheaper AI agents with Palmyra X6 and a leaner harness

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Writer’s Palmyra X6 — a post-trained variant of Z.ai’s GLM-5.2 — plus a token-thrifty harness is a direct attack on the cost side of enterprise agents. If your AI P&L is dominated by token spend, it’s time to benchmark specialized models and orchestration layers that optimize for tokens-per-workflow, not just raw capability.