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docs: minor textual changes

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ajspig 2025-12-05 12:15:37 -05:00
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docs/v2/guides/migrations/mem0.mdx
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@ -13,9 +13,9 @@ Mem0 & Honcho both store your data. Only Honcho reasons about it. [Read more abo
**Compounding Insights** - Honcho extracts insights that build on each other over time. The more your users interact, the richer and more accurate their profiles become.
**Superior Performance** - Higher accuracy on memory retriesval benchmarks with faster inference times (more details soon!).
**Superior Performance** - Higher accuracy on memory retrieval benchmarks with faster inference times (more details soon!).
**Transparent Pricing** - Mem0 charges for retrieval, not ingestion. Meaning you pay to access your own data. Honcho offers straightforward pricing with a generous free tier and volume discounts.
**Competitive Pricing** - Mem0 charges for retrieval, not ingestion. Meaning you pay to access your own data. Honcho offers straightforward pricing with a generous free tier.
**Advanced Multi-Peer Sessions** - Honcho offers configurable observation settings (who builds memories about whom), representation-based queries between participants, and first-class peer objects.
@ -259,14 +259,14 @@ Reference the [API Comparison](#api-comparison) to replace your Mem0 API calls w
Mem0 requires manual assembly of context from `search()` results. Honcho's `session.get_context()` returns a ready-to-use `SessionContext` object with built-in token limits, auto-included summaries, and format helpers (`.to_openai()`, `.to_anthropic()`).
<Card title="Get Context" icon="window-restore" href="/v2/documentation/core-concepts/features/get-context">
<Card title="Get Context" icon="window-restore" href="../../documentation/core-concepts/features/get-context">
Learn more about token-optimized context retrieval
</Card>
Mem0's `search()` returns basic vector, semantic, or raw memory matches. Honcho's `peer.chat()` enables your agent to *reason* about what it knows—returning synthesized natural language insights with streaming support and scoped queries.
<Card title="Dialectic Endpoint" icon="brain" href="/v2/documentation/core-concepts/features/dialectic-endpoint">
<Card title="Dialectic Endpoint" icon="brain" href="../../documentation/core-concepts/features/dialectic-endpoint">
Learn more about inference-powered queries
</Card>
@ -282,13 +282,13 @@ Additional features with **no Mem0 equivalent**:
## Next Steps
<CardGroup cols={3}>
<Card title="Architecture" icon="rocket" href="/v2/documentation/core-concepts/architecture">
<Card title="Architecture" icon="rocket" href="../../documentation/core-concepts/architecture">
Understand peers and sessions
</Card>
<Card title="Dialectic API" icon="brain" href="/v2/documentation/core-concepts/features/dialectic-endpoint">
<Card title="Dialectic API" icon="brain" href="../../documentation/core-concepts/features/dialectic-endpoint">
Inference responses
</Card>
<Card title="Guides" icon="book" href="/v2/guides/overview">
<Card title="Guides" icon="book" href="../../guides/overview">
Integration examples
</Card>
</CardGroup>