Wing upgrade framework
the Lakers' need vector starts with two-way wings who fit under the apron math.
Legality: checked by Cap Engine v2024-25.3 when the data pipeline goes live · Fit Analysis: AI-generated estimate
NBA AI TRADE WATCH — THE DAILY COLUMN
Live cap, injuries, and fit — a deterministic cap engine verifies every proposed trade against the 2023 CBA before the AI writes a word about it.
Cap Engine v2024-25.3 · Records offline — publishing sync pending · Preview edition: sample items are labeled, nothing here is presented as live data.

Trade Wire — Preview
Preview items shown in the live format. When the feed connects, every item carries “Last checked at HH:MM ET via [source] — Confidence: Official/Reported.”
Daily Trade Watch
the Lakers' need vector starts with two-way wings who fit under the apron math.
Legality: checked by Cap Engine v2024-25.3 when the data pipeline goes live · Fit Analysis: AI-generated estimate
Denver's second unit is the flagged gap; the engine tests guard/wing combos against the tax line.
Legality: checked by Cap Engine v2024-25.3 when the data pipeline goes live · Fit Analysis: AI-generated estimate
rerouted after the hard-cap math blocked the rumored version; the legal path costs a pick swap.
Legality: checked by Cap Engine v2024-25.3 when the data pipeline goes live · Fit Analysis: AI-generated estimate
Frameworks are illustrative in this preview edition. Published cards show the engine version and the fit label on every trade — legality from the engine, story from the AI, never the reverse.
Cap Apocalypse Meter
SECOND-APRON PRESSURE — LEAGUE PREVIEW
The meter tracks days to the hard cap and dollars below the first and second apron for all 30 teams, validated nightly. Full per-team meters open with the Cap Tracker release.
The Engine
Every check returns a verdict and a reason code with the rule cited — for example: “Fails: Second Apron team cannot aggregate per CBA 7.3.b.” The engine is versioned and re-tested against historical trades before any release.
Separation of powers
Encodes the 2023 CBA: aprons, matching bands, aggregation, BYC, poison pills, Stepien, exceptions, cash. Same input, same verdict, every time — with the rule cited. The AI never decides legality.
Reads the roster, the injury report, and the team's need vector, then proposes packages and writes the “why each team says yes” fit analysis — always labeled an AI-generated estimate.
PRO HOOPS AI TRADER
AI scouting for NBA trades — live cap, injuries, and fit. A deterministic cap engine checks legality; the AI only tells the story.
Cap Engine v2024-25.3 · Cap sheets and rosters carry a source and a timestamp — never a “100% accurate” claim.
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