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Parent
#449
What to build
Upgrade Scorecard so scanner performance can be broken down by explanation traits and archetypes, using the existing
Scorecard pages instead of adding a new destination.
Acceptance ...
analytics
enhancement
frontend
priority: should-have
ready-for-agent
size: L
testing
Parent
#449
What to build
Add a deterministic AI signal brief endpoint that packages facts, why bullets, risks, data-quality warnings, historical
analogs, outcome context, archetype context, and forbidden ...
analytics
enhancement
ml
priority: should-have
ready-for-agent
scanner
size: L
testing
Parent
#449
What to build
Generate signal archetypes from explanation traits and outcomes by extending the existing statistical
discovery/clustering concepts into explanation-aware labels and profiles. ...
analytics
enhancement
ml
priority: should-have
ready-for-agent
size: L
testing
Parent
#449
What to build
Add backend aggregation for explanation trait performance so Scorecard and EdgeExplorer can answer which reasons,
criteria, warnings, and confidence inputs correlate with good ...
analytics
enhancement
priority: must-have
ready-for-agent
scanner
size: L
testing
Parent
#449
What to build
Add a deterministic historical analog service that finds similar prior scanner events using normalized explanation
features and outcome availability, not embeddings.
Acceptance ...
analytics
enhancement
priority: must-have
ready-for-agent
scanner
size: L
testing
Security Repository Hygiene Fix
Summary
Three related problems found in the current repo state:
1. backend/venv/ — 5,074 files (~189 MB) committed to Git
2. backend/.env — real credentials committed ...
Parent
#449
What to build
Create a feature extraction path that flattens scanner explanations into analysis-ready rows while preserving event IDs,
scanner type, outcome joins, criterion IDs, confidence ...
analytics
enhancement
priority: must-have
ready-for-agent
scanner
size: L
testing
Description
The number entity for ConsumerProducts.CoffeeMaker.Option.FillQuantity has hardcoded min/max/step constraints that never
change regardless of which program is selected. The state (actual value) ...
📋 Overview
Currently, when a user successfully registers an account or signs into the platform, the application lacks immediate,
explicit visual feedback confirming the success of the action. To improve ...
Epic
epic/marketplace
Estimate
estimate:4h
Assignee skill
Full-stack
Why
Arc Best Agentic Economy with Circle Agent Stack bounty requires real gas-free nanopayments on Arc via Circle Gateway /
x402. ...
epic/marketplace
estimate:4h
P0

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