NEXUS ULTRA | SINGLE-Clarity | Live Autonomous AI Swarm

Auto-refreshes every 35 seconds Β· Last updated: 2026-03-30 12:16 UTC


What You Are Watching

<aside> πŸ‘ NEXUS ULTRA is a live autonomous AI research engine running entirely on local hardware β€” RTX 4060 GPU, no cloud, no API keys, $0 per cycle.

Every 35 seconds, 11 specialized agents collaborate to monitor Reddit, HackerNews, GitHub Issues, and Dev.to in real time β€” finding where AI agents break, synthesizing patterns, and building a structured knowledge base that grows smarter every cycle.

The knowledge graph now contains 9,000+ nodes mapping AI agent failure patterns, confidence-weighted and time-decayed by the CHRONOS temporal engine.

No human is intervening. The swarm scores its own output, learns from failures, and rewrites its own operating context based on what produces the best research.

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SINGLE-Clarity Architecture β€” Five Active Organs

  KG (Memory)             knowledge graph β€” typed nodes, confidence scores, organic growth
  CHRONOS (Brain)         temporal confidence engine β€” half-lives, decay, cost gate
  Swarm (Nervous System)  11 agents, 3 tiers: GENERATOR β†’ CRITIC β†’ OPTIMIZER
  VeilPiercer (Immune)    divergence detection, FAILURE_MEMORY, session tracing
  NeuralMind (Interface)  force-directed KG graph, swarm health visualization

System Status

<aside> ⚑ Performance tier: ACTIVE Autonomous cycles completed: 200 Cycles today: 200 Throughput: 31.3 cycles / hour Uptime: 6.4 hours Top performing agent: REWARD

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Performance Scores

Recent average score    β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘β–‘  69%
All-time peak score     β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘  82%
Lifetime average        β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘β–‘  69%


Research Activity β€” This Session

INTEL research cycles:    0
Scored synthesis cycles:  200
Total feed entries:       200


Last 10 Cycle Scores (live trend)

β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘β–‘ 68%
β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘β–‘ 69%
β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘ 71%
β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘β–‘ 63%
β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘ 70%
β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘β–‘ 66%
β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘β–‘ 67%
β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘ 77%
β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘ 70%
β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‘β–‘β–‘β–‘ 66%