Short, definitional announcements. Each Research Brief states one concept precisely - a model family, a class, a primitive - with where it is specified, scored and shipped.
A Brief is the article form of the research record: short enough to read in minutes, canonical enough to cite. The papers argue; the Briefs declare.
Research Briefs
Tandem Agent Runtime Guardianship: governance built into the runtime — six stages on every operation, budgets, an audit record, and refusals the intelligence itself can see.
Read →Research Briefs
A conversation history remembers words; an orchestration graph remembers work. The persistent record of coordination — visible in the Studio’s Work view, exportable as an A2F .orch trace.
Read →Research Briefs
The transfer of intent, state, dependencies, permissions, memory, policy and execution across an intelligent environment — how an instruction becomes coordinated work.
Read →Research Briefs
Language models reason through language; orchestration must reason through systems. SRS, OLS and OCS — the reasoning, learning and control structures of the orchestration layer.
Read →Research Briefs
The Interactive Programming Interface: a closed action loop — Observe, Reference, Act, Verify, Update — through which intelligence acts on an environment and proves the action landed. The first generation runs in LabsAI Studio.
Read →Research Briefs
The Orchestration Programming Interface: the AI Orch lifecycle made callable — create, delegate, parallelize, pause, resume, fork, observe, reconcile, terminate. An Octra predicts orchestration; the OPI expresses it; the AI Orch executes it.
Read →Research Briefs
The Parallel Agent Protocol: where HTTP requests documents, PAP invokes agent computation. Parallel names parallel intelligences, never concurrency — PAP enables parallel agents; OPI determines parallel execution.
Read →Research Briefs
An Interactive Perspective Sphere is the sphere of generative capability a person steps into - prompts orchestrated rather than typed, driven first by speech: STA carries the instruments, STO the orchestration, and the interface arrives as a reflection of the conversation.
Read →Research Briefs
An Actra converts speech and world state into action; an Octra converts objective and resources into orchestration policy - to action and coordination what the GPT was to language. The family presentation: capabilities, recorded demonstrations, the Actra and Octra Scores on IIB-1, and the LAIMA forms - with every unreleased rung marked as what it is.
Read →Research Briefs
Speech-to-text made machines hear; STA and STO make them do. STA decides what the surface does; STO decides which intelligence does it - the two model classes of a spoken system that acts, stated with where each is specified and scored.
Read →Research Briefs
What GPT named for generative language, GAT names for generative action and GOT for generated coordination. Actras are the Labs GAT family; Octras the Labs GOT family - and why the T is Transducer, not Transformer.
Read →Research Briefs
Models reason. Agents act. Orchs coordinate. An AI Orch is the executable coordination object that binds models, agents, tools, workflows, memory, policies, data and compute into one live operation - and an Orch Model is the intelligence that produces and governs it.
Read →| Date | Category | Title |
|---|---|---|
| August 17, 2026 | Research Briefs | Introducing TARGTandem Agents, and runtime guardianship. |
| August 17, 2026 | Research Briefs | Introducing the Orchestration GraphThe record of work, and the trust layer it creates. |
| August 17, 2026 | Research Briefs | Introducing ConductorThe connective movement of Orchestration Intelligence. |
| August 17, 2026 | Research Briefs | Introducing StructsSystemic reasoning, orchestrated learning, orchestrated control. |
| August 17, 2026 | Research Briefs | Introducing IPIThe Interactive Programming Interface — the programming interface for intelligence that acts. |
| August 17, 2026 | Research Briefs | Introducing OPIThe Orchestration Programming Interface — the programming interface for intelligence that coordinates. |
| August 17, 2026 | Research Briefs | Introducing PAPThe Parallel Agent Protocol — the communication protocol for intelligences that work together. |
| August 16, 2026 | Research Briefs | Introducing IPSInteractive Perspective Spheres - the unified creative platforms of the Interconnected Generative Era. |
| August 15, 2026 | Research Briefs | Introducing Actras & OctrasThe Labs model families for speech that acts, and orchestration that listens. |
| August 16, 2026 | Research Briefs | Introducing STA & STOSpeech-to-Action, and Speech-to-Orchestration. |
| August 16, 2026 | Research Briefs | Introducing GAT & GOTGenerative Action Transducers, and Generative Orchestration Transducers. |
| August 16, 2026 | Research Briefs | Introducing AI Orchs & Orch ModelsOrchestration Models are intelligence. AI Orchs are execution structures. |
Labsintelligence is lab1 of Labs. We are a small research group working on speech‑to‑action, orchestration intelligence — speech‑to‑orchestration (STO) — and the interfaces that make both legible to a person.
Explore Research Roles →