ENGINEERING
Private AI, connected workflows and secure systems. Built around your data, your infrastructure and your requirements.
01 / WHAT WE DO
Connect AI to the knowledge and tools your team uses. Define where data is processed and which actions an agent can take.
Find the right model for your workload and hardware. Measure the trade-offs in quality, latency, memory and operating cost.
Build and review the systems behind wallets, transactions and digital ownership. Hands-on engineering for consequential software.
03 / CONTROL IN PRACTICE
Start with one workflow, then define the boundaries that make it practical to operate.
ILLUSTRATIVE WORKFLOW / INTERNAL KNOWLEDGEGive an assistant access to the documents it needs, with your existing access rules in mind.
Draft an answer with source references. Keep decisions and consequential actions with a person.
Test against real examples. Add tool permissions, usage limits and monitoring before expanding.
04 / TECHNICAL DEPTH
We adapt and optimise open-weight models for the task at hand. The result should be an evaluated system your team can run, understand and maintain.
FROM MODEL TO WORKLOAD
Compare models using examples from your task.
Quantise for available memory; fine-tune where it helps.
Check quality, latency and cost on the target hardware.
Our ongoing work includes model surgery and abliteration: experimental changes to model behaviour. These require task-specific evaluation and do not establish system security. Access controls, isolation and testing remain separate engineering work.
ocvault is open-source credential infrastructure and part of Pocketmon.ai’s technical lineage. Chargecaster explores forecasts, energy tariffs and battery control as noncommercial applied engineering.
05 / HOW WE WORK
A focused first engagement.
A clear path to a working system.
Map the workflow, data and constraints. Agree a measurable pilot scope and deployment approach.
Develop one useful workflow. Make data access, agent permissions and operating costs explicit.
Connect to your systems. Evaluate with your team against agreed quality and performance criteria.
Prepare documentation and operations so your team can run the system, with support agreed together.
Technical guidance for HEROcoin. Smart contracts and Polygon integration for MetaNanos.
How we created Crypto StampLET’S MAKE IT USEFUL.
Tell us what you want to improve, the systems involved and the constraints that matter. We’ll work out a useful first step together.
Book a conversation hello@capacity.at