Blog & insights

Field notes from the agentic world.

How businesses are being rebuilt around governed AI agents — the architecture, the operating model, and the hard-won lessons from shipping it across 180+ businesses. Written by the people building lastloop.

Latest articles

The whole loop, one post at a time.

Structure, Implement, Collaborate, Expand — plus the platform primitives that make it provable.

Governance

Aegis: governance as a substrate, not a feature

Bolt-on approval flows break the moment agents act faster than humans can click. Why governance has to live under the runtime — not beside it.

Marielle Hoffmann · June 18, 2026

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Architecture

Mainspring — a runtime for agents that never sleep

Always-on agents need an execution model that survives restarts, retries cleanly, and accounts for every cent of compute. A look inside the engine.

Tobias Renner · June 12, 2026

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Opinion

The single-maintainer trap: why workflow tools don't scale to a business

That one brilliant automation breaks when its author goes on holiday. Real operations need ownership, identity, and recovery — not a fragile graph in someone's head.

Clemens Grünberger · June 9, 2026

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System of record

Ledger and the system of record for AI work

If a human can't reconstruct what an agent did and why, it never really happened. How an immutable record turns autonomy into accountability.

Anika Vogel · June 3, 2026

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Case study

From pilot to production in three weeks

How a forward-deployed Business Solutions team took a 40-person logistics firm from a slide deck to live, governed agents — and what we'd do differently.

Lukas Brenner · May 27, 2026

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Identity

Warrant: least-privilege for autonomous agents

An agent that can do anything is a liability. Scoped, revocable, auditable identity is the difference between a copilot and a loose cannon.

Marielle Hoffmann · May 21, 2026

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Operating model

Structure, Implement, Collaborate, Expand — the loop

The four-stage rhythm behind every lastloop deployment, and why skipping the first stage is the most expensive mistake teams make.

Clemens Grünberger · May 14, 2026

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Orchestration

Cadence: scheduling work for a workforce that doesn't clock out

Coordinating dozens of agents across dependencies, retries, and human checkpoints. The orchestration layer that keeps the whole system in time.

Tobias Renner · May 7, 2026

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Fabric

Loom: weaving tools, data, and agents into one fabric

Most "AI platforms" are a pile of integrations. We made the connective tissue first-class — so context, permissions, and state flow as one.

Anika Vogel · April 30, 2026

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The lastloop dispatch

One sharp idea on the agentic business, every other week.

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