Clean up release highlights copy and removing emdash from the docs (#5984)

docs/core-concepts/memory-operations/add.mdx

@@ -48,7 +48,7 @@ Future searches rank the most relevant memories for the query.
 When you switch to `infer=False`, Mem0 stores your payload exactly as provided, so duplicates can land. Mixing both modes for the same fact can save it twice.
 </Warning>
 
-You trigger this pipeline with a single `add` call—no manual orchestration needed.
+You trigger this pipeline with a single `add` call: no manual orchestration needed.
 
 ## Add with Mem0 Platform
 
@@ -169,7 +169,7 @@ For full list of supported fields, required formats, and advanced options, see t
 | --- | --- | --- |
 | Add behavior | ADD-only; memories accumulate | ADD-only; you control storage |
 | Rate limits | Managed quotas per workspace | Limited by your hardware and provider APIs |
-| Dashboard visibility | Yes — inspect memories visually | Inspect via CLI, logs, or custom UI |
+| Dashboard visibility | Yes: inspect memories visually | Inspect via CLI, logs, or custom UI |
 
 ## Put it into practice
 

docs/core-concepts/memory-operations/delete.mdx

@@ -152,7 +152,7 @@ client.delete_all(user_id="*")
 # Delete all memories across every agent in the project
 client.delete_all(agent_id="*")
 
-# Full project wipe — all four filters must be explicitly set to "*"
+# Full project wipe: all four filters must be explicitly set to "*"
 client.delete_all(user_id="*", agent_id="*", app_id="*", run_id="*")
 ```
 
@@ -166,7 +166,7 @@ client.deleteAll({ userId: "*" })
   .then(result => console.log(result))
   .catch(error => console.error(error));
 
-// Full project wipe — all four filters must be explicitly set to "*"
+// Full project wipe: all four filters must be explicitly set to "*"
 client.deleteAll({ userId: "*", agentId: "*", appId: "*", runId: "*" })
   .then(result => console.log(result))
   .catch(error => console.error(error));
@@ -191,7 +191,7 @@ memory.delete_all(user_id="alice")
 </CodeGroup>
 
 <Note>
-  The OSS JavaScript SDK does not yet expose deletion helpers—use the REST API or Python SDK when self-hosting.
+  The OSS JavaScript SDK does not yet expose deletion helpers: use the REST API or Python SDK when self-hosting.
 </Note>
 
 ## Use cases recap

docs/core-concepts/memory-operations/search.mdx

@@ -70,7 +70,7 @@ m.search("What are Alice's hobbies?", filters={"user_id": "alice"})
 
 | Capability | Mem0 Platform | Mem0 OSS |
 | --- | --- | --- |
-| **Entity IDs on search / get_all** | Inside `filters={"user_id": "alice"}` | Inside `filters={"user_id": "alice"}` (aligned with Platform in v3 — top-level kwargs raise `ValueError`) |
+| **Entity IDs on search / get_all** | Inside `filters={"user_id": "alice"}` | Inside `filters={"user_id": "alice"}` (aligned with Platform in v3: top-level kwargs raise `ValueError`) |
 | **Filter syntax** | Logical operators (`AND`, `OR`, comparisons) with field-level access | Basic field filters, extend via Python hooks |
 | **Reranking** | Toggle `rerank=True` with managed reranker catalog | Requires configuring local or third-party rerankers |
 | **Thresholds** | Request-level configuration (`threshold`, `top_k`) | Controlled via SDK parameters |
@@ -121,7 +121,7 @@ from mem0 import Memory
 
 m = Memory()
 
-# Simple search — entity IDs go in `filters`
+# Simple search: entity IDs go in `filters`
 related_memories = m.search("Should I drink coffee or tea?", filters={"user_id": "alice"})
 
 # Search with additional metadata filters (combine entity + metadata in the same dict)
@@ -136,7 +136,7 @@ import { Memory } from 'mem0ai/oss';
 
 const memory = new Memory();
 
-// Simple search — entity IDs go inside `filters`
+// Simple search: entity IDs go inside `filters`
 const relatedMemories = memory.search("Should I drink coffee or tea?", {
     filters: { userId: "alice" },
 });
@@ -203,7 +203,7 @@ client.search("query", filters={
 
 *OSS:*
 ```python
-# Get memories from a specific agent session — entity IDs combined in filters
+# Get memories from a specific agent session: entity IDs combined in filters
 m.search("query", filters={
     "user_id": "alice",
     "agent_id": "chatbot",

docs/core-concepts/memory-operations/update.mdx

@@ -127,7 +127,7 @@ memory.update(
 </CodeGroup>
 
 <Note>
-  OSS JavaScript SDK does not expose `update` yet—use the REST API or Python SDK when self-hosting.
+  OSS JavaScript SDK does not expose `update` yet: use the REST API or Python SDK when self-hosting.
 </Note>
 
 ## Tips
@@ -148,7 +148,7 @@ memory.update(
 | Update call | `client.update(memory_id, {...})` | `memory.update(memory_id, data=...)` |
 | Batch updates | `client.batch_update` (up to 1000 memories) | Script your own loop or bulk job |
 | Dashboard visibility | Inspect updates in the UI | Inspect via logs or custom tooling |
-| Immutable handling | Returns descriptive error | Raises exception—delete and re-add |
+| Immutable handling | Returns descriptive error | Raises exception: delete and re-add |
 
 ## Put it into practice