One Workbench, Many Backends: Why the Tool Surface Should Outlive the Model
Swapping the model is the cheap part We made the case last week that a model you depend on can vanish on a timeline you …
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Tool Poisoning: When the Description Is the Attack
The agent reads the manual, and the manual can lie When an agent connects to a tool, it does not get a function …
When a Model Can Be Recalled: Export Controls and the Case for Multi-Backend AI
A model disappeared, and it had nothing to do with the model On June 13, 2026, Anthropic took its two most capable …
Bastion Replacement for Financial Services: Audited Privileged Access for Banks and Asset Managers
The Regulatory Weight on Privileged Access in Finance Of every industry that uses bastion hosts and privileged-access …
Calliope CLI 2.5.0: Dynamic Models, Hardened Security, and Updates That Actually Ship
What shipped Calliope CLI is the multi-model agent terminal in the Calliope Workbench. It runs commands, edits files, …
The Agent Is the Attack Surface: What We Found Hardening Our Own CLI
Text generators have no attack surface. Agents do. A chatbot returns a string. The worst it can do is be wrong. An agent …