Free planner
Context memory helper
Crude check: how hard are you pushing leftover VRAM with context? Not a transformer textbook — one practical decision.
Live ESTIMATE
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Crude headroom used (GB)
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Formula (ESTIMATE): used_GB ≈ (tokens × bytes_per_token × sessions) / 1e9. Compare to leftover VRAM. Prefer leaving headroom over planning to the wall.
What to do next
- Shrink context, pick a smaller quant, or free more VRAM — pick one lever.
- Re-check weights fit with the VRAM / GGUF estimator.
- Runner pages: llama.cpp · Ollama.
Free sample · packs $39 / $29.