Context Windows brings together case studies on what companies are doing with AI, from across the web. We compare their results so you can prioritise the use cases that are actually working.
Get a free personalized overview of what's working with AI in your industry and your role.
Real-world implementations from
Repeated prompts overfitted the agent, hiding regressions. Evals score for equivalence — the same app can be built in multiple valid ways.
Aggregate scores hid when the coach veered into clinical territory. Adversarial simulations now block every boundary slip before it ships.
Latency drift sent payer calls back to humans. Deepgram Nova-3 keeps voice agents on the line—claim numbers and policy codes captured clean.
Slight rephrasing produced different answers, eroding trust. Hybrid search and AI reranking now pull the exact context, consistently.
General-purpose LLMs scored below 52% on multilingual ecommerce tasks. Shopee's own 245B-parameter Compass now handles 340B tokens monthly.
Prompt iterations rubber-banded: each engineer's fix overcorrected the last. Evals are now a merge requirement—no eval, no commit.
Context Windows brings together case studies on what companies are doing with AI, from across the web. We compare their results so you can prioritise the use cases that are actually working.
Get a free personalized overview of what's working with AI in your industry and your role.
Real-world implementations from
Repeated prompts overfitted the agent, hiding regressions. Evals score for equivalence — the same app can be built in multiple valid ways.
Aggregate scores hid when the coach veered into clinical territory. Adversarial simulations now block every boundary slip before it ships.
Latency drift sent payer calls back to humans. Deepgram Nova-3 keeps voice agents on the line—claim numbers and policy codes captured clean.
Slight rephrasing produced different answers, eroding trust. Hybrid search and AI reranking now pull the exact context, consistently.
General-purpose LLMs scored below 52% on multilingual ecommerce tasks. Shopee's own 245B-parameter Compass now handles 340B tokens monthly.
Prompt iterations rubber-banded: each engineer's fix overcorrected the last. Evals are now a merge requirement—no eval, no commit.