AI Strategy
- AI Strategy6 min
The Watermark Is Sparsest Where You Would Audit
By Petru Popa ·Anthropic will watermark future Claude models using a version of SynthID-Text. The announcement and the Nature paper behind it agree that the mark weakens on code, short answers, and factual passages, which is where most enterprise detection requirements are aimed.
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The 50% Circuit Breaker Counts Disclosures, Not Code
By Petru Popa ·Rust now has a written policy for LLM-assisted contributions to rust-lang/rust, including a threshold that suspends merges when more than half of PRs in a six-week window are LLM-created. Read what the threshold counts and the policy stops looking like a quality control.
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Why Enterprise AI Doesn’t Ship
By Petru Popa ·Most enterprise AI dies between the demo and production. The blocker is rarely the model — it’s integration, data, and evaluation. Here’s where it breaks and how to close the gap.
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Buy, Build, or Fine-Tune? A Decision Guide for Enterprise AI
By Petru Popa ·Not every AI problem deserves a custom model — and not every one is solved by an off-the-shelf API. A simple framework for choosing between buy, build with RAG, and fine-tune.
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