Learn the controls and knobs

Primary knobs for context window: max input tokens, history summarization, retrieval token budget, system prompt size, output cap, priority pack order.

Write a sheet for the contract-review assistant with columns: control, current value, predicted benefit, predicted cost, rollback trigger. Fill it using this topic’s real tension: More evidence can help and can crowd out instructions. Summaries save space and can drop obligations. Long windows raise cost and attention dilution risk.

Change one context window family at a time. If you move two knobs and the contract-review assistant improves, you learned a cocktail, not a cause—and you cannot roll back surgically.

End users of the contract-review assistant should see only safe dials related to context window. Infrastructure limits, private prompts, and policy thresholds stay server-owned. A user-facing control that bypasses those limits is a vulnerability dressed as UX for context window.

Publish the context window control sheet next to the contract-review assistant runbook. On-call should see which knob moved in the last deploy without reading chat archaeology. Unknown context window knobs are unowned knobs.

Also pin one numeric memory from this context window chapter: A 32k window with 8k system+tools, 12k retrieved exhibits, 6k history leaves ~6k for the draft—and less if tokenization is heavier than word count suggests. That number is not decoration; it is a template for how claims about context window on the contract-review assistant should look in design docs. Scoped specifically to context window / contract-review assistant / controls-and-knobs.

People confuse context window with neighboring buzzwords when debugging the contract-review assistant. Before changing prompts, ask whether the broken stage was evidence gathering, the context window judgment itself, validation, or the product action. Fixing the wrong stage creates folklore (“we tried context window and it failed”) that blocks the next team on the contract-review assistant. Scoped specifically to context window / contract-review assistant / controls-and-knobs.

Write a five-line artifact for this page: goal, inputs, check, owner, stop rule. Invent one fluent failure that the check would catch. Keep details specific to context window rather than generic AI advice.

Write a five-line artifact for this page: goal, inputs, check, owner, stop rule. Invent one fluent failure that the check would catch. Keep details specific to context window rather than generic AI advice.

Write a five-line artifact for this page: goal, inputs, check, owner, stop rule. Invent one fluent failure that the check would catch. Keep details specific to context window rather than generic AI advice.