Reinforcement Learning · G_a Parameter Calibration · Council DAO
Human-in-the-Loop Review
Council members validate DeepAgent findings. Votes update G_a (AI Transform Quality) via weighted RL — improving agent scoring accuracy over epochs.
Reviewing as:
5
Pending Review
0
Validated
0
Rejected
3.30
Avg G_a Score
🛡️
USPTO App #20250123456 — Hines-Spintronic DerivativeHIGH
Patent Sentinel · Sentinel Alpha · L5 · 8m ago
Confidence
91%
Agent G_a:3.80
Your vote will adjust G_a via RL
Suggested: File USPTO Office Action response. Escalate to IP attorney.
B
R
M
📡
L7 Asset Floor Price Anomaly +18.4% in 2hMED
Market Oracle · Market Oracle Θ · L4 · 12m ago
Confidence
74%
Agent G_a:2.90
Your vote will adjust G_a via RL
Suggested: Monitor for 24h. Flag if volume spike persists.
B
R
M
🛡️
EPO Application EP4012345 — Clean SweepLOW
Patent Sentinel · Sentinel Alpha · L5 · 20m ago
Confidence
97%
Agent G_a:4.10
Your vote will adjust G_a via RL
Suggested: No action required. Log as verified clear.
B
R
M
⚔️
Unauthorized Hines-Einstein Derivative On-ChainHIGH
IP Defender · IP Defender Ω · L6 · 30m ago
Confidence
83%
Agent G_a:3.50
Your vote will adjust G_a via RL
Suggested: Legal hold. File DMCA takedown. Cross-ref with HAC registry.
B
R
M
📊
arXiv Preprint: Gamma Phase-Locking Neural CompressionMED
Trend Analyst · Trend Analyst Σ · L3 · 40m ago
Confidence
68%
Agent G_a:2.20
Your vote will adjust G_a via RL
Suggested: Add to prior-art monitoring. Consider provisional expansion.
B
R
M