Partners
Systems research and real pilots for agentic work.
We build decision systems that plan, act, verify, and recover—with audit trails. We apply them to measured slices of a business today and extend toward AGI/SAI/ASI without hype.
Who should contact us
Universities & Labs.
Joint studies on orchestration vs capacity, agent audits, and evaluation harnesses.
Grantmakers.
Applied research in multilingual content operations, employability, and agentic decision-making.
Strategic Pilots.
Retail/catalog, candidate ops, and support workflows with acceptance metrics.
Investors.
Funding to productize agentic systems that run work under constraints.
What we do together
We co-design scoped work with clear acceptance thresholds and auditable traces.
What you get:
publishable protocols or pilot reports; unit-economics deltas; decision audits.
What we bring:
multi-model orchestration, verifier stacks, mixture-of-agents routing, memory modes, and plan–act–verify loops with rollback.
Engagement models
Joint Research.
Pilot.
Funding.
Example scopes
Selection criteria
- Moves tasks along assist → approve → auto-with-review → auto with measurable gates.
- Improves the cost–latency–quality frontier on real workloads.
- Reduces oversight minutes per 100 tasks and increases recovery from bad states.
- Produces artifacts we can share—protocols, audits, and deltas—without exposing private IP.
Data & compliance prerequisites
Allowed data forms include PDFs, images, audio, tables, and private chats/emails with explicit permission or redacted/synthetic surrogates. Outputs carry source trace for audits. Data is processed under EU-only hosting during private beta. Deletion on request; backups purged within 30 days. See Legal for full terms.
Outcomes & IP
We publish problem statements, evaluation protocols, decision audits, literature maps, and selected redacted datasets. We keep proprietary code, full system diagrams, and internal datasets private. Deeper materials are shared selectively under agreement. Demos are arranged by email when relevant.
Proof points
Research themes:
How to start
Send a brief by email with: organisation, audience type (Lab/Grant/Pilot/Investor), goal, dataset type, acceptance metrics, constraints. We reply by email. No intro calls by default.
Partner brief (optional)
Email remains default. This optional brief keeps the essentials structured if you want to share context immediately.