// SYMBOLIC × SUBSYMBOLIC
Where logic meets latent space.
Engineering systems where explicit structure meets learned behavior.
Build what you can specify. Learn what you can't.
THE APPROACH
// Explicit where possible. Learned where necessary. Neither alone is enough.
- HANDLE
- sxs
- BASE
- Remote
- STATUS
- [AVAILABLE]
- MODE
- S × S
- SINCE
- 2020
Every AI system has a seam. On one side: behavior you can specify. On the other: behavior that has to be learned. Where that line falls — and how carefully it's drawn — determines whether a system is debuggable, composable, and maintainable, or brittle in ways that compound.
SXS works at that seam — designing the structure that contains the model, and the model behavior that fills the gaps structure can't.
"Build what you can specify. Learn what you can't."
CONSULTING SERVICES
// Direct engagement across the symbolic–subsymbolic stack. No middlemen.
- ► Architecture review
- ► Targeted technical guidance
- ► Written action items
- ► Resource recommendations
- ► Deep-dive system design
- ► AI/ML integration planning
- ► Infrastructure assessment
- ► Implementation roadmap
- ► Follow-up support
- ► Full system architecture audit
- ► Multi-service coordination
- ► Custom tooling recommendations
- ► Team enablement guidance
- ► 30-day async support
- ► Code review included
All sessions are remote. Booking confirmed within 24 hours. All time zones supported.
PROJECTS
// Open source, consulting tools, and experiments.
An AI crustacean adapted to the Discord biome. Autonomous agent that navigates server ecology with natural grip.
Skill marketplace for Claude Code. Composable, shareable capabilities that extend the agent beyond its defaults.
Power marketplace for Kiro. Composable, shareable capabilities that extend the agent beyond its defaults.
Experimental research substrate from the kryptik lab. Probes the lattice where symbolic structure dissolves into learned behavior.
Web presence for the kryptik-research collective. A signal in the noise — minimal surface, deep interior.
This site. SvelteKit static site with TVA-inspired design system. No CSS frameworks — just structure and intent.
A living document of aesthetic signal. Collected influences, sonic anchors, and raw creative material that shapes everything else.
TECHNOLOGY STACK
// Tools and technologies in daily use.