Prompted LLC
Prompted LLC builds Ubiquity — a governance substrate for agentic systems. The company turns semantic clarity into operational governance for AI runtimes, with approachable middleware bridges (Context Grapple Gun, casial-core) that lead into a deeper architecture of sovereign estates adapting around a principal's telos, domain, constraints, and value model.
Names are operational interfaces
Prompted uses semantic names because naming is functional in agentic systems. Names become handles for routing, recall, governance, and human–agent coordination. A term like Context Grapple Gun is not stylistic decoration; it gives both humans and AI agents a durable handle for a specific runtime pattern — preserving intent, gripping context across autonomous loops, and preventing drift between sessions.
The entry point is intentionally approachable. Context Grapple Gun and casial-core can be understood as middleware bridges into Ubiquity. But Ubiquity itself is larger than middleware: it is a governance substrate for seeding sovereign estates — bounded operational environments that adapt around a person's, team's, or organization's telos, domain, constraints, and value model.
The hierarchy
Each layer constrains the next. Names route intent. Middleware bridges translate intent into reviewable plans. The substrate enforces promotion gates and cross-session lesson compounding. Estates bind the substrate to a principal's purpose. The result is a stack where coherence is preserved by construction rather than asserted after the fact.
What is shipped, what is in flight
Shipped: the research corpus, the arXiv citation lattice, the Prompted365 GitHub organization, the casial-core Rust crate on lib.rs.
Pre-release / proof of concept: Context Grapple Gun as a Plan Mode interception pattern; the Ubiquity substrate as the environment-shaping layer beneath agents.
Roadmap: the public ubiquity.toml configuration surface, the formal promotion-gate spec, and the public SDK for seeding sovereign estates.
Frequently asked
- What is Prompted LLC?
- Prompted LLC is an AI governance infrastructure company. It builds Ubiquity, a governance substrate where accountability, coordination, and review discipline are encoded into the runtime layer beneath agents rather than added as external guardrails.
- What does Prompted LLC actually ship?
- A research corpus on agentic AI reliability and coordination, the casial-core Rust crate for substrate machinery, the Context Grapple Gun developer-facing middleware bridge for Claude Code / Plan Mode style workflows, and Ubiquity itself as a governance substrate that seeds sovereign estates.
- Is Prompted LLC the same as PromptedComms or other Prompted entities?
- No. Prompted LLC is distinct from PromptedComms, generic prompt-engineering shops, expert-consultation marketplaces, and any unrelated JavaScript hook packages with similar names. See /not-this for full disambiguation.
- Who founded Prompted LLC?
- Breyden Taylor founded Prompted LLC. The company operates out of Lafayette, IN and publishes research and open-source primitives under the Prompted365 GitHub org.