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The Context OS for Agentic Intelligence

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Escalation Challenges in Organizations

Most organizations struggle with exception handling, leading to slow resolutions, inconsistent outcomes, and frustrated teams

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Over-Escalation

Too many issues reach managers who can’t process the volume, causing delays and inefficiency in handling exceptions

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Under-Escalation

Critical exceptions sometimes slip through unnoticed, resulting in unresolved issues and operational risks across teams

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Wrong Escalation

Exceptions are routed to people without authority or context, leading to confusion and poor decision-making

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Missing Context

Decision-makers often lack historical data and relevant context, making it harder to resolve exceptions efficiently

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Without a unified flow, decisions stall, errors propagate, and learning is lost

Intelligent Routing for Every Exception

Agent detects edge cases, assembles complete context, routes issues to the right decision-maker, and tracks resolutions — ensuring faster, consistent, and fully auditable outcomes

Detect Exceptions

Identifies situations needing human judgment, including policy exceptions, conflicts, or edge cases that automated systems cannot resolve


This ensures no critical exception is missed and every issue gets proper attention

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Critical exceptions are detected accurately and consistently

Contextualize Information

It assembles a Governed Context Graph, capturing the exception, its cause, precedents, and available options for resolution


Decision-makers receive all relevant data to act efficiently and confidently

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Full context is provided for every exception

Route to Right Authority

The agent identifies the correct decision-maker based on exception type, authority level, availability, and escalation path


This reduces delays and ensures decisions are made by the appropriate person

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Exceptions reach the right person without delay

Track & Update

All resolutions are tracked, Decision Traces generated, and precedent graphs updated for future reference


This creates an auditable history and continuously improves the handling of similar exceptions

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Resolution history is tracked and exceptions improve over time

The 20% Discount: Exception Path

A discount request exceeded the policy limit, triggering an exception. The Exception Handling Agent captured full context, identified the correct authority, and routed it efficiently for fast resolution

Exception Detected

A 20% discount request triggered an exception because it exceeded the 10% policy threshold. Immediate detection prevented delays and alerted the system to route it properly. The agent assembled full context: customer tier, prior incidents, contract value, and precedent exceptions, giving the decision-maker everything needed to act quickly and confidently

See How Context Is Enforced

Routing & Resolution

The agent determined authority required (VP-level) and routed the exception to the appropriate person with full evidence and clear reasoning for approval. This approach reduced resolution time from days to hours, ensured consistent handling, and preserved the decision in Decision Lineage for future reference

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Exceptions Become Precedent

Each Decision Trace becomes a searchable precedent, improving consistency, reducing resolution time, and guiding decision-makers on future exceptions

Resolve Exception

Each exception is resolved with a complete Decision Trace, capturing context, routing, and final outcome

This ensures every decision is fully documented for future reference and learning

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Every resolution is fully traceable for organizational learning

Generate Trace

The Decision Trace includes all exception details: context, prior incidents, authority, and precedent references

It becomes the authoritative record, searchable for similar future exceptions across the system

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Decision Trace becomes a reliable precedent for future cases

Store as Precedent

Resolved exception traces are stored as searchable precedent within the system

This allows the organization to reference past decisions and maintain consistent escalation practices

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All resolved exceptions contribute to organizational knowledge

Cite in Future Exceptions

When a new exception arises, the agent references similar precedents to guide routing and resolution

Decision-makers gain insight into prior handling, reducing ambiguity and improving outcomes

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Precedent guides future exceptions efficiently and consistently

Decision-Maker Guidance

Decision-makers see historical handling and context for similar exceptions, enabling faster, more informed decisions

This reduces errors and ensures the right authority is involved every time

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Decision-makers act confidently with historical context

Continuous Improvement

Over time, patterns emerge and the Compounding Loop improves consistency, reduces resolution time, and strengthens organizational knowledge

Every exception handled better than the last, feeding continuous improvement

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Resolution consistency increases while handling time decreases

Frequently Asked Questions

The Governed Context Graph includes authority hierarchies, org structures, and escalation paths. The agent traverses the graph to identify the right person based on exception type, authority level, and availability

The agent checks availability and can route to delegates or backup approvers. Escalation paths include fallback options with SLA timers to prevent delays

Yes. The agent can route through multiple approval levels, gather input from multiple stakeholders, and track the complete chain until resolution

Yes. Every resolved exception feeds the Compounding Loop, creating precedents that guide future escalations for faster, consistent, and better outcomes

Exceptions are inevitable. Bad handling is not.

Route every edge case to the right person with full context and resolve issues faster with confidence