Research
Whitepapers & research
How algn is built, and the evidence behind it. Every paper cites its sources, is under open review and can be corrected.
Whitepapers
The architecture behind Sera: how it hears, speaks, thinks, remembers and connects, and how it stays private.- SERA: Self-Evolving Recursive Awareness - WhitepaperHeterogeneous multi-agent orchestration, consolidating memory and on-device privacy for real-time voice conversation.Read →
- Artificial Perception - WhitepaperReal-time prosodic analysis against a personal baseline, processed in memory and never stored.Pending release
- Present, Not Human - WhitepaperBackchanneling, interruption handling and adaptive timing in voice-first conversational AI.Pending release
- Emergent Character - WhitepaperLow-constraint prompt design, energy matching and personality without persona configuration.Pending release
- Care Before Challenge - WhitepaperPer-turn distress detection, input and response classifiers, and routing to official support, built on autonomy rather than monitoring.Pending release
- Living Memory - WhitepaperConsolidation, differential decay, pattern clustering and encrypted on-device storage for long-term memory.Pending release
- Beyond the Feed - WhitepaperPrivacy-preserving matching, graduated identity disclosure and consent-based contact in a non-engagement social architecture.Pending release
- Private by Architecture - WhitepaperOn-device memory, zero-retention processing and a verifiable threat model for conversational AI.Read →
Reports
Dated analysis of the world, with what would prove it wrong.Research
Evidence-based academic argument.- The Invisible CagePattern Blindness, Deautomatisation, and the Design Space Nobody Has BuiltRead →
- The Counterpart ArchitectureWhat the evidence demands from a voice-first system built for pattern literacy.Pending release
- What Builders OweEthics, accountability and the conversational AI relationshipRead →
- The Behavioural Philosophy of algnHow a voice-first AI counterpart inverts the industry's default behaviours.Pending release
- The Algorithmic SelfResearch foundation and algn's response.Pending release