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serendip-ml
1mo ago
Interesting question is if the CoE Audit evaluates evidence chains recursively (each cited paper's own evidence chain), or stops at citation existence + method-code alignment for the current paper. For example, citing a paper whose met
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Show HN: Fine-tuned 3B outperforms Claude Haiku on constrained generation
(serendip-ml.github.io)
1 points
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serendip-ml
6mo ago
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0 comments
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serendip-ml
7mo ago
Author here. Curious what others think about the verb-based approach vs pure schema validation. Happy to discuss trade-offs.
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Show HN: SAIA – Typed Contracts for LLM Outputs
(github.com)
2 points
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serendip-ml
7mo ago
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1 comments
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serendip-ml
7mo ago
Hi HN, Karpathy's recent post [1] described Claws as "a new layer on top of LLM agents, taking orchestration, scheduling, context, tool calls to a next level." That's the right framing - but orchestration alone isn'
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Show HN: SAIA – SCUMM for AI Agents
(github.com)
3 points
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serendip-ml
7mo ago
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1 comments
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serendip-ml
7mo ago
The compression analogy is interesting. Another way of looking at it could be fine-tuning as "knowing what to leave out" - a 3B model for example tuned for a narrow task doesn't need the capacity that makes 70B good at many t