What does provenance-aware priority handling do?

It prevents untrusted RAG, tool, and assistant content from gaining protected priority solely through imperative or safety-critical wording.

Does LLMSlim prevent prompt injection?

No. It mitigates compression-induced instruction elevation and applications still need defense in depth.

Does LLMSlim require remote calls?

The default extractive strategy runs locally. Rewrite and hybrid strategies use a caller-supplied provider.

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Backend ServicesEnterprise context

LLMSlim + Zoho

Bounded, read-only CRM and WorkDrive context for planning.

ZohoCRMContextSource and ZohoWorkDriveContextSource retrieve explicitly authorized business context through field allowlists and result limits. Returned data remains untrusted RAG provenance and cannot promote itself into trusted instructions.

1. Package installation

Install LLMSlim and the official Zoho SDK using your package manager.

terminal

pip install 'llmslim[zoho]'

2. Architecture & execution flow

Your application completes Zoho OAuth server-side.

A bounded source retrieves allowlisted CRM or WorkDrive data.

Records become untrusted ContextItems with source metadata.

The Adaptive Context Planner decides what fits the model budget.

3. Production code pattern

zoho_context.py

from llmslim.context import collect_context_sources
from llmslim.integrations.zoho import ZohoCRMContextSource

source = ZohoCRMContextSource(
    access_token=server_side_token,
    modules=("Deals",),
    field_allowlists={"Deals": ("Deal_Name", "Stage", "Closing_Date")},
)
result = await collect_context_sources((source,), "Acme renewal", limit_per_source=5)
# result.items remain untrusted RAG context for plan_context().

4. Deployment best practices

Keep OAuth credentials and refresh logic in the host. Use exact data-center domains, least-privilege scopes, field allowlists, tenant-specific redaction, and small record limits.

5. Key optimization tips

Fetch only the module and fields needed for the current task.
Do not let CRM metadata set SYSTEM or DEVELOPER provenance.
Keep WorkDrive content loading explicit and authorization-aware.

Frequently asked questions

Troubleshooting

A field is missing

Add it to the module field allowlist only after reviewing its sensitivity and OAuth scope.