/0.1

AGENTLOOP
Deterministic AI
for Mission-Critical Systems
ENGINE: DETERMINISTICOUTPUT: PRODUCTION-GRADEDELIVERY: ACCELERATED
Agentloop is a neuro-symbolic, deterministic AI agent engine that generates verifiably correct, production-grade code and autonomously executes complex real-world workflows.
Built for machine learning and real-time predictive analytics, it powers software development, ML pipelines, DevOps pipelines, AI assistants, and autonomous control systems (including drone flight control), delivering mission-critical enterprise systems with unmatched speed and reliability.
/0.2 HOW IT WORKS
ENGINE
DETERMINISTIC
Correct, reproducible systems by design
MODEL
AUTONOMOUS
Builds and operates real-world software
DELIVERY
MISSION CRITICAL
Production systems with speed and reliability
$
npm install -g @trygentic/agentloop/0.3 INTERFACE
Command Center Overview
Full visibility into your AI development team's delivery pipeline
Autonomous Agent Orchestration
A full-featured TUI command center. Monitor your continuous AI development team in real-time with live status updates and bidirection communicationVisual Task Management
Track every task across your pipeline — from TODO to DONE. Real-time statistics, cost tracking, and success rates at a glance.Dependency Graph Visualization
See how tasks connect and flow through dependency levels. Understand the critical path and identify bottlenecks in your build pipeline.Agent Behavior Trees
Inspect the deterministic decision-making logic of every agent. Full visibility into behavior trees, execution logs, and branching logic.agentloop-cli
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AgentLoop
Autonomous Agent Orchestration Engine
↓ Status
─── Session Resumed ───
✓ Daemon restarted (new build detected)
→What would you like to do?
Kanban [ACTIVE]
Overall Statistics
Total Tasks: 11
Executions: 47
Status: 4 todo | 2 active | 3 done | 1 blocked
Success Rate: 91.5%
TODO (4)
CUDA Kernel Fu..
Batch Scheduler
INT8 Quantizat..
IN-PROGRESS (2)
ONNX Graph Par..
Tensor Memory ..
REVIEW (1)
Vulkan Compute..
DONE (3)
Rust FFI Bindi..
WGPU Backend S..
BLOCKED (1)
Multi-GPU Shar..
a Adde Editm Moved DelEnter Detailsr Refresh
Task Dependency Graph (DAG) [ACTIVE]
Graph/Stats
Level 1
✓Scaffold Rust Crate & ONNX Runtime FFI Bindings
)──✓WGPU Backend Setup & Device Enumeration
)──Level 2
●ONNX Graph Parser & IR Lowering
)──●Tensor Memory Pool w/ Arena Allocator
)──●Vulkan Compute Shader Pipeline
)──Level 3
□CUDA Kernel Fusion & Operator Dispatch
□INT8 Quantization Pass
□Multi-GPU Shared Context
✓ #4201: Scaffold Rust Crate & ONNX Runtime FFI Bindings
Status: done | Priority: critical | Deps: None | Dependents: #4202, #4203
Tab Detailsd Deletev Statsr Refresh
Agent Decisions (Behavior Trees) [ACTIVE]
Agent: [6/7] qa-tester
Tree Structure2 0/0/103
──●qa-tester○
├─■Main continuous loop - never exits unles..○
│└─▶WaitForTask○
│└─▶FetchTaskContext○
│├─○Check for incoming agent messages (n..○
│└─▶CheckIncomingMessages○
│└─▶NoOp○
│├─○Notify other agents that QA review i..○
│└─▶SendTaskStartNotification○
│├─○Main QA flow with failure handling○
│├─■Main QA testing sequence○
│└─▶ExtractTaskFiles○
│└─▶GitDiff○
│├─○Check if there are changes t..○
│└─■No changes detected - pa..○
│└─■Changes detected - run u..○
Space Pauses Splitt Treel Logb Board
~/dev/onnx-rs-inference6/10 agents | v0.16.0-alpha.11