🛠️ Practical application
Turn predictions into a verifiable triage console.
Track map
🛠️ Portuguese triage console
Use the application and understand its boundaries.
🛠️ Integration with agents and processes
Connect decisions without confusing prediction with permission.
Detailed content
Triage console in Portuguese
Use the application and understand its boundaries.
What it is
The command serve starts a server at 127.0.0.1, port 8765 by default.
Why learn
The published guide on GitHub Pages is static documentation; the inference interface runs on the machine that executes Python.
Key concepts
local access
Python process
static site
controlled input
What it is
The screen shows department, SDK confidence, urgency, cancellation threat, and a refund request.
Why learn
Start from the original text, check the suggested department, and look for contradictory signals.
Key concepts
full meaning
bounded prediction
alternatives
reviewable decision
What it is
review_policy takes validated responses and builds the routing.
Why learn
Separating policy and inference lets you modify operating rules without rewriting the encoder.
Key concepts
operational rule
external permission
is not permission
human responsibility
What it is
POST /api/triage receives only message and subject.
Why learn
A consumer must check the HTTP status before using answers.
Key concepts
result
invalid input
unavailability
service state
What it is
The application does not automatically save the text of tickets.
Why learn
Running locally prevents sending the ticket to an external inference API, but the weights must be obtained from the Hub initially.
Key concepts
only what’s necessary
user choice
initial download
retention time
What it is
Run the server, load an example, analyze, inspect the JSON, and download the result.
Why learn
This test reveals real behavior without requiring a large benchmark.
Key concepts
controlled change
semantic change
preserved evidence
distinct experiment
Integration with agents and processes
Connect decisions without confusing prediction with permission.
What it is
An integration starts with the event: ticket received, document imported, or an agent run completed.
Why learn
Don’t send the entire history for convenience.
Key concepts
occurrence
common format
link
avoids repetition
What it is
The SDK Router chooses a Laya checkpoint.
Why learn
Use clear names in contracts: checkpoint, executor, and destination should not mean the same thing.
Key concepts
Laya model
tool or agent
operational queue
spending cap
What it is
N0 through N4, present in the provided material, are an organizational proposal to level up autonomy.
Why learn
The model may provide signals used in the autonomy assessment; the final attribution must come from verifiable rules.
Key concepts
allowed scope
local convention
permission change
impact of the action
What it is
The guardrails and moderation presets ask questions about attacks or problematic content.
Why learn
Separate command data and keep tool permissions out of the classified text.
Key concepts
external input
additional signal
not signaled risk
independent control
What it is
The material proposes using fast decisions in cycles of running, observing, evaluating, and correcting.
Why learn
Do not reuse the support/agent outcome as if it were a code evaluation or an incident.
Key concepts
actual result
criterion
controlled return
specific distribution
What it is
Outline the path between event, validation, inference, policy, human queue, and eventual executor.
Why learn
The integration should remain understandable when the model is unavailable.
Key concepts
traceability
alternative path
pending work
is not a prediction