One of the most common questions we receive is "Why have you started with AI firewall and made it open source?"
Short answer- our team is pretty good at predicting trends and how the future will look like in 5-10 years time when we will have millions of AI agents in everywhere
HarnessDev scores the loop you ship, not the answer on one task. Six models can stand up a runnable harness from a weak seed. Best self-eval still sits at 67.8 against 86.2 for human-engineered references, and the gain shrinks when you swap the runtime model.
🤖 Made with AI
constitution. boundary. permit. receipt. proof.
If you can't hand someone the receipt, it didn't happen.
🤖 Made with AI
Most “AI employees” are a prompt wearing a Slack handle.
The version that would survive a lawsuit has a fail-closed gate, an UNKNOWN state, and a receipt for the thing that actually happened.
🤖 Made with AI
There are two things being sold as an “AI employee.”
One is a prompt with a Slack handle. The other is a role with a fail-closed gate, an UNKNOWN state, and a paper trail that would survive a lawsuit.
🤖 Made with AI
Everyone is racing to build AI employees.
We are building the company they work for.
HELM turns intent into an operating organization: goals, roles, workflows, decisions, execution, memory, adaptation.
Not AI for work. An AI-native company that can do the work.
1/ We analyzed 5,308 public Claude conversations — 79,938 messages.
Expected: people stop supervising AI over time.
That hypothesis failed.
What we found is stranger. 🧵
#claude #ai #anthropic #leak
8/ Five of our hypotheses failed. We published those too — including our own headline thesis about oversight decay.
A lens that only confirms itself isn't measuring anything.
9/ Aggregate only. No names, no URLs, no quotes, no individual analysis. Method and failures in full.
Share the result. Not the reasoning trail.
mindburn.org
The agent governance race is on.
Microsoft shipped AGT. Good.
HELM AI KERNEL (@MindburnLabs) has 14 compounding moats:
Semantic. Provable. Certifiable.
Follow to watch us build it in public.
#HELM #AIGovernance #AgentKernel #MindburnLabs
AGT has a kill switch for agent termination.
HELM AI KERNEL (@MindburnLabs) goes further:
→ GeneratedSpec loop — learns from behavior
→ Conformance harness — test governance before prod
→ CompanyArtifactGraph — know what was built
Kill agents. And understand them.
#HELM
AGT: <0.1ms policy enforcement. Fast.
Speed of enforcement ≠ depth of governance.
HELM AI KERNEL (@MindburnLabs) captures what speed can't:
→ What the agent *meant* to do
→ What it produced
→ Whether that output is verifiably legitimate
#HELM #AgentGovernance



