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ServiceWhy: an agent that explains why a restaurant night went wrong. Planner, Investigator, Verifier and Writer over Zetaris federated SQL, Meterless World Model and Nightshift. No receipt, no claim. Synthetic data.
Presensi School - Smart attendance system with Face ID, GPS, and AI agent. Data layer: Zetaris. AI: Meterless Nightshift (Nemotron). Full stack: PHP + Python + Docker.
Agents that explain why gross margin moved, with every claim traced to rows in GL, AP, sales and bank through Zetaris. Open Agent Hackathon 2026, Track 02.
An AI agent that explains why a small shop's profit dropped. It checks sales, bank, supplier and expense records through Zetaris, and shows the records behind every cause.
AI investigator for product-safety defects: finds the root cause, proves every other explanation wrong with stratified statistics, and quarantines only the affected units. Live at traceon.netlayerlabs.com. NVIDIA Nemotron via Meterless Nightshift, Zetaris, Meterless H-MEM.
Ask why your electricity bill changed. An agent that splits the change exactly, tests 11 causes on Zetaris-federated data, and answers with NVIDIA Nemotron via Meterless Nightshift; every figure traced to its query. Open Agent Hackathon 2026, Track 02.
AI growth agent for indie app developers: proposes prioritized growth actions with SQL-backed claims, checked by an independent Critic. Built with Strands Agents SDK, Zetaris, Meterless Nightshift / H-MEM, and NVIDIA Nemotron.
Platelets that reach the right hospital on time. Reads every hospital's live stock through Zetaris and never moves a unit its own record no longer supports.
Ask why a number moved: four agents investigate revenue changes across an ERP and CRM federated in Zetaris, cite the SQL behind every claim. Nemotron via Meterless Nightshift, memory in Meterless H-MEM. Open Agent Hackathon 2026, Track 2.
Cleris, the MRO clearance assistant: a multi-agent decision brief for turbofan engine maintenance, with every number checked by code. Open Agent Hackathon 2026, track The Agent That Can Explain Why.
An agent that explains why a US electric utility's revenue changed: weather, industry-wide and company-specific parts, with every number cited to the Lightning SQL that produced it. Open Agent Hackathon 2026, Track 2.
The agent that explains why you should (or shouldn't) trust another AI agent. AgentID on-chain reputation + Zetaris federated SQL + Meterless H-MEM/Runtime + NVIDIA Nemotron. Open Agent Hackathon 2026, Track 02.