Another week of aggressive development at ARPA Hellenic Logical Systems. While the rest of the industry is busy chasing the latest hallucination benchmarks, we are focused on the infrastructure of truth and the engineering of Man-Machine Symbiosis.
If you’ve been following the ARPA Wraps on LinkedIn or our Substack, you know we don’t just build software—we engineer Logical Systems. Here is what dropped last week and why it changes your stack.
1. Skillware: Logic as Installable Content
Most agent frameworks are prompt-first, which leads to high cognitive load and flaky behavior. Skillware is our logic-first Python framework that treats capabilities as modular, installable units.
Why it matters: It decouples Logic, Cognition, and Governance. If the LLM is the brain, Skillware is the procedural memory. Your agents stop guessing and start executing.
Get Started: pip install skillware or check skillware.site.
2. Rooms: Local-First Multi-Agent Orchestration
We’ve opened the door to Rooms, a secure, local-first framework for agentic collaboration. It’s the environment where your digital twins and specialized agents meet to process reality without leaking your data to the cloud.
Repo: github.com/arpahls/rooms
3. Micro-F1-Mask: The Privacy Firewall
Data leaks are the entropy of the digital age. We released Micro-F1-Mask, a specialized fine-tune of Gemma 3 (270M). It’s a zero-latency PII scrubbing middleware.
The Specs: Sub-50ms latency. It tokenizes names, financials, and credentials before they hit a third-party API.
Try it: Available on Ollama, HuggingFace, Github.
How to Get Involved (Beginner Track)
You don't need a PhD in Neurobiology to start building with ARPA.
The Vibe Coder: If you can write a basic Python function, you can build a Skill. Fork the Skillware repo and contribute a Good First Issue.
The Localist: Run micro-f1-mask on your laptop using Ollama. See how fast your machine can actually think when the model is lean and purposeful.
The Architect: Read the ESTIA Schema notes in our docs. Understand how we’re mapping the "Reality Recorder."
Enterprise AI: Logical Industries
For enterprises, the stochastic parrot era is over. You need verifiable execution, sovereign identity (DID), and absolute biosecurity. ARPA provides custom-built, private, and scalable systems that integrate with your bloodstream traffic and cognitive labor.
We don't just solve problems; we pre-empt pathology.
Define Your Reality
Ready to move beyond the simulation?
Audit Your Stack: Is your AI a servant or a sovereign node?
Collaborate: We are looking for high-value B2B/B2G partnerships to expand our agentic clusters and enterprise Skillware.
Book a Strategy Session: Secure a free consultation to discuss skillware implementation or sovereign identity for your org.
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