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From “AI agency in 24 minutes” to an internal AI MVP

article Daily Digest calendar_today 2025-12-25 Daily

A short video demonstrates standing up a minimal AI service in about 24 minutes by scoping a single use case and wiring an LLM-backed workflow end-to-end. For teams, the practical takeaway is to time-box a thin slice, use off‑the‑shelf components, and ship a measurable demo with basic instrumentatio...

Designing reliable benchmarks for AI code review tools

article Daily Digest calendar_today 2025-12-23 Daily

A practical take on what makes an AI code review benchmark trustworthy: use real-world PRs, define clear ground truth labels, measure precision/recall and noise, and ensure runs are reproducible with baselines. It frames evaluation around both detection quality and developer impact (time-to-review a...