Need
What this desk is for.
A claimed lost-in-the-middle plot with no window.
Tools · Foundation · 11 of 37
Context hydration heatmap
Needle offset on a 2k–2M window. Heuristic, not a model measurement.
How
What runs in this tab.
Needle offset on a 2k–2M window. Heuristic, not a model measurement.
Role analog: LLM Engineer · 2026 US year-1 replacement $292,300 (market, not payroll). Kernel runs here. This tab stays local. Not zg, not SignalR, not Copilot, not tiktoken.
Desks that sit this analog: LLM Engineer. Unique pain, not a shared slogan.
32,768Window
16,384Needle index
0.55U-curve weight
middle thirdZone
Geometry of your template. Not model attention weights.