Systems & Research

A monitoring system that watches infrastructure from the outside and reports in plain language. The core has operated unattended for 60+ days at a stretch, on hardware I own, with no cloud AI dependency.

Shared infrastructure that governs how every agent in the ecosystem calls tools. Deterministic validation, dispatch, and signed evidence ledger — the LLM never runs in the invocation hot path.

A sovereign agent system for a single operator. Two trees — presence (in-session) and absence (unattended) — share one kernel. The local model proposes; the kernel decides. World-touching effects are structurally impossible for autonomous actors.

The part of the ecosystem that keeps the system's model of itself accurate — what each component is, what it's for, whether it's maintained, whether it's alive. Accuracy is not a virtue you sustain by vigilance; it is a property you generate from ground truth and enforce with a gate.

A game where two AI entities co-evolve through repeated encounters. Deterministic Rust owns every real-time encounter; the LLM is confined to between-encounter strategy. The long bet of the bunch.

The agent runtime that composes validated genes into a working agent. Consumes the Genome substrate at a versioned boundary; enforces the proven boundary structurally, by construction.

A holographic state engine using actual physics as its architecture — tensor-network structure and AdS/CFT correspondence as the literal organizing principle for how knowledge is stored and related.

A knowledge architecture where the accumulated state — the Planet — is primary and agents are ephemeral. Agents emit deltas; an integration layer evaluates and persists them as claims with provenance. The knowledge outlasts any agent that produced it.

A Discord agent that scaffolds structure, produces content, and takes real actions in the ecosystem — not a chatbot, a notification bot, or a marketing channel. Local LLM behind a two-clock boundary, with capability separation and role-gating. V1 is a private workspace; the server-as-surface is eventual.

A completed research arc. Found a precisely-bounded structural substrate — and the boundary itself is the result. The negative finding (no emergent synergy) came with a mechanism, and that mechanism is the foundational commitment.

A literature-mining engine tested on whether it could surface drug–disease joins validated only after its corpus ended. It failed twice, under bars frozen in advance — and the located failure, with a control that demonstrably could score, is the result.

An embodied agent with a continuous inner life. Two-clock architecture: deterministic fast clock for real-time presence, slower reasoning clock for deliberation. Affect lives in the deterministic core, not the model.