Auto-refreshes every 35 seconds Β· Last updated: 2026-03-30 12:16 UTC
<aside> π 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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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
<aside> β‘ 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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Recent average score ββββββββββ 69%
All-time peak score ββββββββββ 82%
Lifetime average ββββββββββ 69%
INTEL research cycles: 0
Scored synthesis cycles: 200
Total feed entries: 200
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