Databricks CTO Matei Zaharia says open-source GLM 5.2 on the minimalist Pi harness tied Claude Opus 4.8 at 35% lower cost
The evaluation suggests vendor harnesses inflate token consumption and operational costs.


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ME merve@mervenoyann
very cool morning read > Pi has slightly higher pass rate with Opus 4.8 than Claude Code, and sends less context (likely does better compaction) > Pi with GLM 5.2 is better than GPT 5.5 and less costly than Opus + Pi > same pattern with Codex too, just Opus 4.8 is a better…
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RP Rohan Paul@rohanpaul_ai
Surprising and such a good news for open source coding model, and also that there are lots of hidden chances to reduce cost while improving quality. Databricks showed GLM-5.2 can compete with elite closed coding models inside real enterprise code. GLM 5.2 landed in…
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AK Andy Konwinski@andykonwinski
agent architectures have clear parallels to monolithic operating systems vs micro-kernels. and we can get even more minimal agent "kernels" than pi https://twitter.com/matei_zaharia/status/2074943612631273730
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DJ Daniel Jeffries@Dan_Jeffries1
Open Source is the... https://twitter.com/matei_zaharia/status/2074943612631273730
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EL elvis@omarsar0
Highly-recommended read. Aligns with what I see in my own harness: > Pi harness got the same success rate as harnesses from the LLM vendors with Opus and GPT, but at 2x less cost > GLM 5.2 was a major step forward in open-source coding agent performance The harness bloat/rot…
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TW Thomas Wolf@Thom_Wolf
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