@@ -155,14 +155,30 @@ which documents ground the response.
155155## C#
156156
157157> ### Asking questions:
158- >
158+ > Questions can be asked targeting the entire memory set, or a subset using filters,
159+ > e.g. to implement security filters.
159160> ```csharp
160161> var answer1 = await memory.AskAsync("How many people attended the meeting?");
161162>
162163> var answer2 = await memory.AskAsync("what's the project timeline?",
163164> filter: MemoryFilters.ByTag("user", "devis@contoso.com"));
164165> ```
165166
167+ > ### Token usage:
168+ > When generating answers with LLMs, the result includes a token usage report.
169+ > ```csharp
170+ > foreach (var report in tokenUsage)
171+ > {
172+ > Console .WriteLine ($" {report .ServiceType }: {report .ModelName } ({report .ModelType })" );
173+ > Console .WriteLine ($" - Input : {report .ServiceTokensIn }" );
174+ > Console .WriteLine ($" - Output: {report .ServiceTokensOut }" );
175+ > }
176+ > ```
177+ > #### Output :
178+ > > Azure OpenAI : gpt - 4o (TextGeneration )
179+ > > - Input : 24356 tokens
180+ > > - Output : 103 tokens
181+
166182> ### Data lineage , citations , referencing sources :
167183>
168184> ```csharp
@@ -256,7 +272,7 @@ to **start the Kernel Memory Service** using OpenAI:
256272docker run - e OPENAI_API_KEY = " ..." - it -- rm - p 9001 : 9001 kernelmemory / service
257273```
258274
259- on Linux ARM / MacOS
275+ on Linux ARM / MacOS use a different tag :
260276
261277```shell
262278docker run - e OPENAI_API_KEY = " ..." - it -- rm - p 9001 : 9001 kernelmemory / service : latest - arm64
@@ -539,34 +555,34 @@ githubcontrib --repo kernel-memory --owner microsoft --showlogin true --sortBy l
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571- : -- - : |
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