Philip Seeker

CTO & AI Strategist

7 articles published

Philip is CTO & AI Strategist at Till Freitag. He works on both client projects and internal infrastructure topics, combining consulting and hands-on practice – from architecture sparring and AI strategy to concrete implementation in code, automation and AI-native systems.

Articles

34 min

Total read time

Agent Harness as a Category: Why the Harness Is the New Product

The harness — skills, sandbox, subagents, memory, channel routing — is the real product layer above the model. A map of who plays where: Claude Code, DeerFlow, …

June 26, 20264 min

NotebookLM 3.5: From Preprocessor to Agentic Research Partner

Google upgraded NotebookLM to Gemini 3.5, added a secure cloud computer for autonomous web research, and plugged in Antigravity agents. The source reader has be…

Isometric blueprint diagram: Antigravity orchestrator coordinating specialized worker agents in a pipeline

June 17, 20265 min

Antigravity in Practice: Multi-Agent Pipelines for Mid-Market Clients

Antigravity moves multi-agent pipelines from lab toy to production tool. A hands-on architecture walkthrough from active mid-market projects — with setup, trade…

Lovable

June 3, 20264 min

Vibe Coding with Subagents: How We Parallelize Lovable Projects

Subagents in Lovable change how we approach large projects. A CTO view: what shifted in architecture, prompting and PR rhythm — and where the new failure modes …

Isometric diagram: MCP server as production retrieval layer between vector store, source repositories and agents

May 20, 20265 min

Building an MCP Server: From Prototype to Production Retrieval Layer

An MCP server in an afternoon is easy. An MCP server that holds up under load, with real permissions and clean retrieval, is a different project. A CTO view fro…

February 23, 20265 min

Web Scraping 2026: Classic vs. AI – And Why You Need Both

Web scraping isn't a niche topic anymore. Whether classic with selectors or AI-powered with LLMs – we compare both approaches and show when each one makes sense…

API Integration for SMBs – Connecting Systems Without the Chaos (Practical Guide)

Development

May 20, 20257 min

API Integration for SMBs – Connecting Systems Without the Chaos (Practical Guide)

APIs connect your tools into one system. We show how SMBs plan, implement, and maintain API integrations – with practical examples and common pitfalls.…