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Blog

The CS notebook.

Field notes for CS teams on handling customer asks in chat, holding off churn, and keeping the roadmap focused.

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Engineering at Bridge

How We Built a Secure Chat for CS Teams on Top of MCP

Building chat over live customer data is a security problem before it's a product problem. Here's what that meant in practice: per-turn tenant isolation, credentials the model never touches, and session history that stores what was said but never what was used to get there.

Tomer LiranTomer Liran·CTO & Co-Founder·May 22, 2026·5 min read
saas-to-ai-chat-integration
Agent InfrastructureAI AgentsMCPAI Integration

How to integrate your SaaS with ChatGPT and Claude (the 2026 playbook)

Your customers are asking if their AI agents can use your product. The OpenAPI-to-MCP conversion takes a day. The auth takes a quarter. Here's how to think about the three real paths to getting your SaaS inside ChatGPT and Claude in 2026, and which one fits your company.

Gabriel BeslicGabriel Beslic·May 14, 2026·6 min read
ten_minutes_time_MCP_cover
Agent InfrastructureEngineering at BridgeMCP Tooling

Add an MCP server to your SaaS in 10 minutes (free, no credit card)

70% of large SaaS brands now ship a remote MCP server. The build looks expensive — auth, transport, hosting, credential management. Here's how to skip all of it and go live in 10 minutes on the free tier.

Tomer LiranTomer Liran·May 12, 2026·5 min read
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Agent InfrastructureEngineering at Bridge

The Fan-Out Problem: Why Grouping API Tools Isn't Enough

Mapping REST APIs to AI agent tools creates bloat. Grouping seems like the fix, but fans out into a new problem when one tool gets 20+ actions. The solution: cap at 8, let the constraint do the design work.

Tomer LiranTomer Liran·May 12, 2026·4 min read
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Agent InfrastructureEngineering at Bridge

What I Learned Building a Managed MCP Infrastructure Layer

Building MCP servers is easy. Building the infrastructure around them like auth, multi-tenancy, credential management, context windows, etc. is where the real work lives. Lessons from shipping a managed MCP gateway, plus community insights from developers running MCP in production.

Tomer LiranTomer Liran·May 5, 2026·5 min read
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