Shipping AI You Can Defend: A QA Field Report
The interesting story is not the demo. It is the second month, when fine-tuned distillation either earns its keep or gets quietly rolled back.
Mira Castellanos3 min read
Section
AI QA
Evaluations, red-teaming, hallucination control, and the practice of shipping reliable AI products.
12 stories
The Quiet Discipline Behind Reliable Grok 4 Apps
The interesting story is not the demo. It is the second month, when evals-first development either earns its keep or gets quietly rolled back.
Yuki Tanabe3 min read
Red-Teaming Gemini 3 Pro: What We Learned
The interesting story is not the demo. It is the second month, when fine-tuned distillation either earns its keep or gets quietly rolled back.
Jonas Halvorsen3 min read
Shipping AI You Can Defend: A QA Field Report
Beyond the launch posts, Llama 4 is reshaping how analysts approach research synthesis. We talked to the people actually using it in production.
Elena Brost3 min read
Why Your contract review Needs an Eval Harness Yesterday
The interesting story is not the demo. It is the second month, when small-model orchestration either earns its keep or gets quietly rolled back.
Priya Raman3 min read
Hallucination Budgets and the Engineering of Trust
Shopify is the latest in a string of teams treating RAG-as-a-service as the default, not the experiment. Here is what they got right — and what they are still figuring out.
Elena Brost3 min read
Evals Are the New Unit Tests: Notes From Ramp
The interesting story is not the demo. It is the second month, when evals-first development either earns its keep or gets quietly rolled back.
Priya Raman3 min read
Evals Are the New Unit Tests: Notes From Snowflake
The interesting story is not the demo. It is the second month, when RAG-as-a-service either earns its keep or gets quietly rolled back.
Yuki Tanabe3 min read
Beyond Vibes: Measuring GPT-5.1 in Production
Beyond the launch posts, Grok 4 is reshaping how sales teams approach contract review. We talked to the people actually using it in production.
Mira Castellanos3 min read