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

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Kartik
2026-06-29 21:27:53 +05:30
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parent 754034abbc
commit b2ff3aeda5
73 changed files with 572 additions and 557 deletions
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docs/cookbooks/essentials/building-ai-companion.mdx
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@@ -231,7 +231,7 @@ mem0_client.add(
<Tab title="Open Source">
**Categories via Metadata:**
In open source, model categories with a stable field in `metadata`—here we use `memory_bucket`:
In open source, model categories with a stable field in `metadata`. This example uses `memory_bucket`:
```python
# Add goal
@@ -326,7 +326,7 @@ print([m["memory"] for m in memories["results"]])
</Tabs>
<Warning>
Without filters, Mem0 stores everything—greetings, filler, and casual chat. This pollutes retrieval: instead of pulling "marathon goal," you get "lol ok." Set custom instructions to keep memory clean.
Without filters, Mem0 stores everything: greetings, filler, and casual chat. This pollutes retrieval: instead of pulling "marathon goal," you get "lol ok." Set custom instructions to keep memory clean.
</Warning>
Noise. Greetings and filler clutter the memory.
@@ -374,7 +374,7 @@ Return JSON with key "facts" as a list of strings (use [] if nothing to store).
memory = Memory.from_config(MEMORY_CONFIG)
```
<Note>`custom_instructions` is a top-level key in the config dictionary passed to `Memory.from_config()`. Make sure it's set before creating the Memory instance — not after.</Note>
<Note>`custom_instructions` is a top-level key in the config dictionary passed to `Memory.from_config()`. Set it before creating the Memory instance, not after.</Note>
</Tab>
</Tabs>
@@ -404,7 +404,7 @@ print([m["memory"] for m in memories["results"]])
</Tabs>
<Info>
**Expected output:** Only 2 memories stored—the marathon goal and trail preference. The greeting "hey how's it going" was filtered out automatically. Custom instructions are working.
**Expected output:** Only 2 memories stored: the marathon goal and trail preference. The greeting "hey how's it going" was filtered out automatically. Custom instructions are working.
</Info>
Only meaningful facts. Filler gets dropped automatically.
@@ -849,7 +849,7 @@ recent = mem0_client.search(
</Tab>
<Tab title="Open Source">
```python
# Qdrant range filters require numbers — store an epoch timestamp in metadata
# Qdrant range filters require numbers: store an epoch timestamp in metadata
from datetime import datetime
epoch = int(datetime(2025, 10, 15).timestamp())