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Articles on persistent memory for AI, privacy, and infrastructure. Published when we have something real to say.

Ai sovereigntyData governance

AI Sovereignty: Governance Strategies for Protecting Corporate Data

Verizon's 2026 report shows attackers scaling AI while employees leak data through public chatbots. The answer is client-side governance: control your data before it leaves the perimeter.

Rodolfo1 min
Artificial intelligenceAi memory

When AI Memory Makes Answers Worse: What Context Rot Is and How to Defend Against It

AI memory can quietly make answers worse by accumulating stale, irrelevant anchors. Here's what context rot is and how a curated memory defends against it.

Rodolfo1 min
Bring your AIAI connection

BYO AI: bringing your API key to Timo

AI is a service. Memory is yours. Keeping them separate has concrete practical consequences — it's not just about price.

Rodolfo4 min
FundamentalsMemory & AI

The difference between model memory and persistent memory

We talk about AI "memory" as if it were a single thing. It's a map of at least four distinct levels, each with its own rules.

Rodolfo5 min
Use casesObsidian

How I use Timo in my daily work

I work on four or five projects in parallel, in fragmented days. Without a memory system, I lose the thread within half an hour. Here's how today went.

Rodolfo5 min
PrivacyInfrastructure

Infrastructural privacy: how the host shapes the security of your data

The slogan "your data is safe" doesn't mean much by itself. What matters is where it physically lives, who can see it, and under which jurisdiction.

Rodolfo5 min
Memory & AIFundamentals

The memory trap in generative AI: what works, what doesn't

ChatGPT remembers, Claude remembers, Gemini remembers. Fine for small things. For personal knowledge you need a structurally different layer.

Rodolfo4 min
ObsidianAI connection

Why Obsidian + Timo + AI is a powerful combination

Obsidian preserves. Timo connects. The AI reasons. Each does one thing, and does it well. They work together precisely because they stay distinct.

Rodolfo5 min
Personal spacePortability

Portable vaults: exporting is a right, not a favor

The day you want to leave a service, the export should already be ready. Not an upsell, not an odyssey, not a favor wrested away.

Rodolfo4 min
Self-hostedInfrastructure

Self-hosting Timo: pros and cons

Self-hosting isn't a technical choice. It's an editorial choice with technical consequences. Worth looking at both sides before deciding.

Rodolfo5 min

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