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crusbro agent-OS
Agent Operating System · HARNESS · 600,000+ hours
Agent failures are rarely “the model isn’t smart enough.” They are boundary failures: outbound sends, writes, session drift, version drift. crusbro agent-OS hardens harness insight into a runtime—so models finish defined goals under gates, freeze and replay.
600,000+ hrs<br>Real business runtime data
Gate · Freeze · Replay<br>Risk turned into signable items
Order-level evidence<br>Input / output / version / ownership
Shared across lines<br>Automation · drawing · vision · robot
What it is
crusbro agent-OS is a mature harness for driving models to complete defined work: goals, tools, memory, failure handling, human gates and evidence in one foundation. The model reasons; agent-OS keeps that reasoning on an acceptable business track .
Business goals<br>What to finish · How to accept
crusbro agent-OS<br>Harness · Gate · Freeze · Replay
Outcomes<br>System actions · Documents · Devices · Reports
What is not substitutable
Anyone can rewrite another agent loop. What is hard to replace: production insight into harness failure modes—and defaults shaped by runtime data.
AttributeWhy generic frameworks fall short
Harness engineering insight<br>Addresses tool hallucination, accidental outbound, session confusion, missing rules and version drift with gate + freeze + replay—not a demo loop.
600,000 hours of runtime<br>Failures and dispositions feed defaults: retries, idempotency, gate thresholds and risk tags come from real operations.
Freeze before outbound / write<br>Immutable snapshot before high-risk actions; execute only after approval. Models cannot bypass the physical gate.
Order-level evidence packs<br>Sessions, tool calls, approvals and outbound tied to business order IDs. Acceptance unit is business fact, not scattered logs.
Config revision bound to Run<br>On failure, return to the exact rules, prompts and tool permissions then in force—with canary and rollback.
One acceptance language across lines<br>Automation, drawing, vision and robot share orchestration and audit. Org capability transfers; no new platform per agent.
Role in build and orchestration
Teams write goals, tools, gates and acceptance. agent-OS turns proven harness behavior into configurable defaults.
StageWhat the team doesWhat agent-OS hardens
DefineGoals, boundaries, acceptanceTask state machine, pass/fail, milestone gates<br>ConnectMail, forms, MES/QMS, device actionsSkills / Tools constraints, idempotency keys, risk tags<br>GateWho approves, when humans must step inHITL, freeze snapshots, high-risk blocks<br>PilotExceptions, rule fixes, sample returnReplay localization, metrics, failure feedback<br>ReleaseChange flow, model or rolesRevision bound to Run, canary, audit, rollback
For business teams
Replay by business order: context, tool sequence and versions are visible
Outbound and writes freeze before approval—no silent model sends
Gray and high-risk steps carry human gates; rules inherit across scenes
New scenes reuse proven failure handling instead of rediscovering edges
Connect drawing / vision / X-ray models through one tool surface
For managers
Deliverables fit ops manuals and audit trails: versions, gates, freeze snapshots, rollback paths
Turn “uncontrollable AI” into signable acceptance items
Observe success rate, human-intervention rate and outbound blocks
One foundation compounds across product lines—no chimney rebuilds
Control and customer acceptance share one ownership chain
Typical scenarios
ScenarioWhere the non-substitutable edge shows
Cross-system workflowsMail, forms, approvals, writeback; freeze + idempotency; compensate and replay by order<br>Station QC / film readingSchedule vision or X-ray models; gray-zone review and dual-sign; evidence to QMS/MES<br>Drawing to process / BOMChain drawing models and rules; escalate low confidence; field–geometry lineage<br>Robot task loopsStep perception–decision–execution; force gates and human takeover on hazardous acts<br>Multi-role deliveryManager / worker / auditor; Gate accept/reject drives the remediation loop
Capability snapshot
CapabilityWhat it does
Harness loopGoal → plan → tools → observe → finish or escalate<br>Gate & freezeSnapshot first, approve, then execute high-risk actions<br>Order-level replayTool sequences, HITL decisions and outbound indexed by order ID<br>Multi-agentRoles, delegation, parallel work and merge<br>Tiered memorySession vs long-term; searchable and expirable<br>SandboxAllow-lists for files, network and credentials<br>Skills / ToolsShared I/O and permissions against systems and domain models<br>GovernanceVersioning, audit, observability, cost control and rollback
Products on agent-OS
Business Automation Agent (OPC agent)
Freight Agent
Industrial Drawing Agent
Industrial Vision Agent
Robot Agent
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