A public research surface.

State-aware runtimes, photonic compute, cross-layer AI systems, and an independent macro-intelligence research line.

Method CardApplied Mathematics & Systems

01

SSPM: State-Aware Computing

A restricted state-transition runtime for exact modeled reuse and bounded counterfactual execution.

Declare state and dependencies, reuse unaffected modeled values, and fall back to full replay when locality disappears.

  • Exact reuse under declared dependencies
  • Compact branches + selective materialization
  • Full replay fallback when locality disappears

Research NoteFoundational Practice

02

OPU Research

A public research archive for programmable photonic compute, mixed-signal survival, calibration, and sparse resident decision processing.

The archive asks a harder systems question: when optical-core gains meet conversion, drift, noise, and control overhead, what still survives at the full-stack boundary?

  • Full-stack optical survival analysis
  • Resident sparse decision processing
  • Five papers + semantic audit

Research ProgramCross-Layer AI Systems

03

Electrons to Agents

A governed state method for preserving evidence, authority, fallback, and compact counterfactual execution across a heterogeneous stack.

Explicit state does not create intrinsic speed; it can make modeled reuse, compact branching, validation, and governed fallback inspectable.

  • Semantic parity under modeled state
  • Intrinsic speed interpretation rejected
  • Compact branches and governed fallback

Market FrameMarket Intelligence

04

Macro Intelligence Research

A state-native macro relative-value research program built around causal pair ontologies, architecture validation, and execution realism.

The public archive documents what survived, what degraded, and why an attractive backtest is not the same thing as a reliable research result.

  • Four-pair macro ontology
  • 584 result artifacts audited
  • Forward validation remains incomplete

For collaborations, research inquiries, and serious conversation.

Reach out with a clear problem, context, and the kind of exchange you have in mind.

Best outreach includes: the problem, the reason Ronnie's Lab is a fit, and the desired format or timeline.

For a specific note or archive record, include the title or link so the context is clear.

Inquiry type

Collaborations

Use the selectors above to route the inquiry.