Deterministic League Intelligence
Calibrated projections, replacement-level VORP, trade impact deltas, and start/sit win probability — all reproducible and audit‑friendly.
Deterministic • Transparent • Reproducible
Plug in a Sleeper League ID. Get calibrated projections, unified player valuations, automated recap narratives, and deterministic trade & start/sit guidance — all from one trustable engine.
Unified Dynasty Intelligence Stack
A single operational layer for projections, value modeling, narrative recap, and calibrated simulations. No noisy spreadsheets. No opaque “AI says so” rankings. Just reproducible league context.
Narrative & Recap Engine
Weekly automated newsletter & matchup capsules built from stable hashes so history, diffing, and paid tiers stay trustworthy.
Trade & Simulation Lab
Scenario explorer with calibrated slot volatility (SLOT_SIGMA) and deterministic fairness scoring — no opaque “AI composite” drift.
Start/Sit & Power Stack
On‑the‑fly VORP re-computation using live projections + opponent modifiers, never stale pre-baked tables.
The DataForge Pillars
Everything centers on clarity: trustworthy numbers, aligned surfaces, and narrative layers that never drift from source metrics.
Deterministic enrichment from Sleeper + projections + market baselines — no black box ranking churn.
Action surfaces (trades, start/sit, waivers) share a single underlying value model to prevent contradictory advice.
Stable hashed newsletter payloads enable historical diffing & premium history without accidental content drift.
Core Modules
Modular building blocks you can enable as your league needs evolve — all sharing a single deterministic value model.
Analytics Core
- Multi-source projection ingestion with retry & offline guards.
- Unified player baseline & positional replacement modeling.
- Calibrated trade + roster delta computations.
Narrative Engine
- Weekly recap & matchup capsules with deterministic hashes.
- Headline & storyline synthesis constrained by numeric ground truth.
- Historical diff snapshots for premium history features.
Simulation & Advice
- Slot volatility calibrated via reproducible sigma artifacts.
- Start/sit and power rankings recompute on demand.
- Scenario explorer for trades & lineup permutations.
Launch Your Deterministic League Hub
Start with projections and recap automation; layer in trade sims, start/sit, and historical diffing as you grow. Your league’s intelligence — unified, explainable, and fast.
Brand System: Dynasty DataForge
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