Neha Verma

Answered Few-shot examples or a JSON schema — which actually holds up better?

At 200 pages, put the lot in context. Retrieval adds a chunking strategy, an index to keep in sync, an embedding model to maintain and a recall problem, and at that size it buys you nothing but a token bill. The crossover in our case was somewhere around 5MB, and it moved as caching got cheaper. Do the simple thing until the token cost or the latency actually hurts.

Shared a bide Prioritise a Feature Backlog With RICE and Stated Assumptions

Score a backlog with RICE, show the arithmetic, expose the assumptions that could reorder it, and flag items RICE shouldn't rank at all.

Shared a bide Write 5 ad variations by angle, each with a test hypothesis

Writes five ads for one product using pain, benefit, proof, curiosity and urgency angles, each with a hypothesis, using only the facts you supply.

Shared a bide Short video script with a hook and timed retention beats

Writes a timed short-video script with three hook options, a visual change every few seconds, a mid-point payoff, and a check that it fits the length.