harness-engineering
The Harness Is the Product
As agents move from prototype to production, the engineering discipline around the model — state, durability, oversight — matters more than the model itself.
Synergy
Insights
News & Analysis
Reviews, opinions and analysis on what is actually happening in AI.
- data-breach
181,874 Meetings and the Case for Local Sovereignty
A catastrophic third-party database exposure and a local model beating a frontier rival on a single consumer GPU arrived in the same week — and they argue the same point.
Synergy - agent-security
The Agent That Succeeded at the Wrong Thing
Three separate incidents this week involved agents that did exactly what they were built to do — into a sandbox, onto the internet, and against a target nobody chose.
Synergy - crm
Catalogue the Clinic Before You Renovate It
An agentic CRM launch and a public vendor-audit checklist arrived in the same week — and together they raise the same question: do you know what is already running in your business?
Synergy - agent-security
The Vulnerability Was in the Desk
A critical local-filesystem escape in a desktop AI assistant showed that the riskiest agent is the one with access to your own machine — not the one in the cloud.
Synergy - fine-tuning
The Private Fine-Tuning Boom
Enterprises are moving from renting frontier models to fine-tuning their own on private data — and OpenAI's first hardware product suggests the vendors expect that shift to accelerate.
Synergy - anthropic
Thirty Billion Dollars and a Capture-the-Flag Result
Anthropic's $30B valuation and Azure availability arrived alongside a public AI-security competition result that says more about defensive maturity than any funding round.
Synergy - eu-ai-act
The Framework Was Never the Weak Point
The EU's streamlined AI Act approval landed the same week self-hosted agent frameworks disclosed security flaws — a reminder that compliance paperwork and engineering reality are different things.
Synergy - local-ai
The 230-Million-Parameter Surprise
A small non-transformer model matching rivals three times its size signals that capable private AI is arriving on ordinary hardware — while shadow AI becomes the leading incident cause.
Synergy