Project Explorer · working sheet

Seeds of the Throne

Seeds of the Throne began as years of conversations and thousands of story ideas. The Project Explorer shows how those ideas are being organized into characters, a world, a timeline, and a finished series.

Interpretive still life of recovered records aligned against hidden-system evidence.

Recovered records held against the working evidence.

Story development tools

See how the authoring system turns ordinary language into finished story work.

The Project Explorer shows the live notes, decisions, and workshop used to develop Seeds of the Throne. Each step keeps confirmed decisions separate from suggestions and unanswered questions.

This is a public, read-only look at the real project, so it contains full spoilers. You can try the workshop, but your draft stays in this browser unless you export it.

  1. The author explains the story in ordinary language.

    The system records those ideas and separates confirmed decisions from suggestions and unanswered questions.

    Read how the system is designed
  2. The current workshop asks one consequential question at a time.

    Each question helps the author decide a missing cause, character choice, relationship, world rule, or event.

    Open a workshop question
  3. Accepted answers are added where they belong.

    An accepted decision can update character notes, the timeline, world rules, plot events, and the list of remaining questions.

    Review decisions and supporting information
  4. Use the completed plan to write and revise scenes.

    The planned system will create scene outlines, draft prose, check continuity, revise weak sections, and assemble the manuscript for the author's approval.

    Read the system plan

Seeds of the Throne is the working example. The notes, decisions, and workshop below are the live project, not a demonstration mockup.

Vault overview

See the whole story-development system at a glance.

605 notes work together as one system. The vault remembers where ideas came from, what the author decided, what remains uncertain, and what should happen next.

The vault turns conversations into organized story memory. It preserves sources, separates decisions from suggestions, finds missing connections, supports research and workshops, prepares scenes and prose, checks continuity, and publishes selected material without surrendering author control.

  • Working now Capture, memory, workshops, and research already operate.
  • Needs repair Current-state agreement, automatic checks, and decision updates still drift.
  • Planned next Durable answers, manuscript production, and mobile save are not built yet.
  1. Capture

    Conversations, mobile notes, and raw ideas are preserved.

  2. Understand

    Current context and compiled notes explain what the project means now.

  3. Decide

    Workshops ask one important question and preserve the author's answer.

  4. Develop

    Research, alternatives, story structure, and focused tests strengthen the work.

  5. Create

    Scene plans, prose, images, and manuscript material are produced for review.

  6. Share

    Selected material becomes the story site, Project Explorer, and public posts.

What lives where

Each area has a job. Folder names are secondary detail.

  • New material

    Preserves incoming ideas and the order in which they developed.

    00 Inbox, 01 Sessions

  • Story memory

    Keeps the detailed working knowledge and a smaller briefing used to resume work.

    02 Story, 03 Context

  • Research

    Separates questions, reports, and usable findings from story decisions.

    04 Research

  • Public work

    Holds reviewed material prepared for readers.

    05 Public

  • Drafts

    Holds scenes and manuscript candidates awaiting review.

    06 Draft

  • Decisions and direction

    Records choices, contradictions, current work, handoffs, and verification.

    07 QA, 07 Coordination

  • Development tools

    Diagnoses missing connections and tests possible story directions.

    08 Story Loop, 09 Story Exploration

  • Reusable methods

    Provides repeatable methods for writing, research, images, websites, and checks.

    skills, scripts

What already works, what needs repair, and what is still planned

Working well

  • Idea and session capture
  • Human-readable story memory
  • Author authority and decision boundaries
  • Research kept separate from story truth
  • Workshop questions that wait for an answer
  • Decisions, contradictions, and open questions
  • Visual identity and image controls
  • Markdown files and recoverable history
  • Searchable file access

Needs repair

  • One trustworthy current-state view
  • Automatic checks before a change is merged
  • Shared labels and stable record identifiers
  • Updating every affected note after a decision
  • Keeping the weekly cycle current
  • Clearer boundaries around older folders
  • A cleaner split between the repository and the live site

Planned next Not built yet

  • Durable integration of conversational answers
  • Automatic reports of what a decision would change
  • Complete scene-to-manuscript production
  • Manuscript assembly and export
  • Reliable mobile save, resume, and synchronization

The next build order

  1. Make builds and checks reliable.
  2. Create one trustworthy current state.
  3. Normalize the records for one small complete path.
  4. Connect accepted decisions to every affected file.
  5. Prove one complete path from conversation to approved manuscript material.
  6. Expand only after that path works.

Current story development

See what the story already has and what it still needs.

The system checks the whole story for missing causes, weak character decisions, unclear rules, and unfinished events. The results show the author what to work on next.

Current story premise

The colonization process trains participants and contains dangerous criminals.

Humanity developed the Luminai inside an interactive colonization environment. Sylvan and his Luminai are tested against Samuel Franklin, a criminal already held inside the containment process.

The current story problem Make the formal separation, rapid financial collapse, processing, exposure, and accepted placement feel inevitable.

Read the current story assessment

0 / 10major story problems resolved

Current development pass0%
0%
Current sweep
Reassessment
Current task
RW-01
  1. 01 Reassessment
  2. 02 Causal sequence
  3. 03 Character agency
  4. 04 Systems + evidence
  5. 05 Scene design
  6. 06 Draft

Story files

Browse the files used to develop the story.

Search 605 documents about the world, characters, plot, research, decisions, workshops, and earlier ideas.

Current document 08 Story Loop/Research/S-005 - Advanced Environment Interactivity Research 01.md

S-005 — Advanced Environment Interactivity Research 01

Research question

What kinds of advanced-environment interactivity could plausibly exist, and how can the story reveal them progressively so that they are hidden at first, subtly perceivable later, and finally obvious and openly usable?

Core reveal principle

The environment should become interactive by degrees of agency, not by suddenly turning into an overt science-fiction interface.

Recommended progression:

latent sensing -> anticipatory adaptation -> peripheral response -> repeatable affordance -> explicit interaction -> programmable environment -> adversarial/contested control

The audience should first experience effects that still have ordinary explanations. Repetition and Sylvan's Luminai make the hidden system increasingly legible. Only after the audience understands enough of the rules should the environment become openly interactive.

Four interaction channels — accepted author direction

The advanced environment should not communicate through one universal interface. Its interactivity can arrive through four overlapping channels:

  1. Technology — devices, buildings, surfaces, vehicles, displays, infrastructure, doors, lighting, sound, climate, access systems, tools, robotics, digital twins, and other engineered systems.
  2. The physical environment and synthetics — spaces and apparently ordinary living beings can themselves be part of the interactive architecture. Synthetic humans, animals, service organisms, ecological elements, or responsive physical systems may carry information, perform tasks, observe, guide, or react while still appearing natural on the surface.
  3. Wireless / invisible channels — radio, acoustic, optical, haptic, localization, sensing, machine-readable metadata, permission layers, and other signals can create interaction without an obvious visible device. The Luminai may interpret some of this as part of Sylvan's extended cognition.
  4. Other people — humans can become part of the environment's interaction layer through legitimate institutions, tasking, messages, social coordination, incentives, permissions, recommendations, warnings, misunderstandings, or manipulation. The system can influence what information reaches people without making those people puppets.

These channels can overlap in a single event. A strong scene may begin with what looks like an ordinary social interaction, contain an invisible wireless component, depend on a synthetic participant or responsive physical space, and leave a technical record in the environment.

Story-design reason for separating the channels

Separating them prevents the advanced environment from feeling like a single omnipotent AI. Different channels can have different permissions, latency, reliability, observability, failure modes, and susceptibility to Samuel/George.

This also creates uncertainty for Sylvan and the reader. When something happens, the first question may become not only what caused it? but which layer caused it?

That is especially useful for the recursive Luminai learning loop:

event -> identify possible channel(s) -> preserve provenance -> form competing explanations -> test -> eliminate channels -> update model

Evidence labels

  • SUPPORTED — demonstrated in current or historical research/products.
  • PLAUSIBLE EXTRAPOLATION — credible extension of demonstrated mechanisms.
  • PREMISE — requires Seeds-specific advanced technology.

Research is inspiration only. Nothing below becomes canon without author approval.

Interaction families

1. Passive presence and motion sensing

Status: SUPPORTED

Current systems can infer human presence, motion, location, and some activities without a person intentionally operating an interface. Wi-Fi sensing, millimeter-wave radar, camera/depth sensing, ultrasound, wearables, and hybrid sensor systems can all contribute.

Story translation:

  • Hidden: lights, doors, climate, routing, or timing seem coincidentally well matched to Sylvan.
  • Subtle: he notices the system reacts differently depending on where he stands, how quickly he moves, whether he stops, or whether another person is present.
  • Obvious: he deliberately changes motion or location and gets repeatable environmental responses.

Creative value: very strong for the exploratory years because the environment can be "watching" before Sylvan knows there is an interface at all.

2. Context-aware ambient intelligence

Status: SUPPORTED -> PLAUSIBLE EXTRAPOLATION

Ambient-intelligence research describes environments that sense occupants, build context, and adapt lighting, HVAC, interfaces, reminders, or other systems with minimal explicit input.

Story translation:

  • Hidden: the environment quietly makes things more convenient before Sylvan asks.
  • Subtle: different spaces seem to anticipate his routine or preference.
  • Obvious: Sylvan realizes the system is maintaining a model of his state and responding before conscious instruction.

Seeds fit: extremely strong. It naturally supports the Luminai theme because Sylvan can compare what his own extended cognition predicts with what the environment predicts.

3. Occupant-aware lighting and visual atmosphere

Status: SUPPORTED

Smart lighting already uses occupancy, daylight, movement, and increasingly richer occupant signals. Dynamic lighting can alter brightness, direction, color temperature, contrast, and visibility without looking like a display.

Story translation:

  • Hidden: lighting always seems unusually comfortable or useful.
  • Subtle: particular paths brighten slightly before he reaches them; glare disappears; shadows shift around his task.
  • Obvious: light becomes a communication layer, directing attention, marking boundaries, or revealing information.

Humiliation use: the same system could make a target appear unusually exposed, conspicuous, badly lit, or visually separated while staying within bounded physical control.

4. Dynamic glass, opacity, and visual privacy

Status: SUPPORTED

Electrochromic windows and related smart glazing can dynamically alter light transmission and can be integrated with building-control systems.

Story translation:

  • Hidden: sunlight and glare simply seem unusually well controlled.
  • Subtle: windows tint or clear in ways that track Sylvan rather than the weather.
  • Obvious: transparent partitions become opaque, reveal spaces, control sightlines, or open visual channels on demand.

Creative value: strong because transparency itself becomes permission- and context-dependent.

5. Location-sensitive sound and private acoustic zones

Status: SUPPORTED -> PLAUSIBLE EXTRAPOLATION

Research on personal sound zones, acoustic contrast, microphone arrays, and speech-zone systems demonstrates that sound capture or playback can vary by spatial region.

Story translation:

  • Hidden: Sylvan hears something clearly that nearby people barely notice, or background noise seems unusually favorable.
  • Subtle: audio changes when he steps across an invisible boundary.
  • Obvious: speech, warnings, guidance, or private communication can be attached to a physical zone rather than a device.

Humiliation use: one person may receive an accurate cue that nobody else hears, making a rational response appear inexplicable to observers.

6. Interactive projection and spatial displays

Status: SUPPORTED

Research systems such as Microsoft RoomAlive and LightSpace have demonstrated projector/camera systems that turn ordinary walls, floors, desks, and room surfaces into interactive displays and can track user position and gestures.

Story translation:

  • Hidden: almost none; this family is better held back until the audience has already accepted the invisible layer.
  • Subtle: tiny contextual marks, labels, directional traces, or annotations appear only when needed.
  • Obvious: walls, floors, desks, packages, vehicles, or outdoor surfaces become temporary interfaces.

Creative rule: avoid generic hologram spectacle. Prefer information appearing on the exact physical object or location that gives it meaning.

7. Spatial distortion and perceptual guidance

Status: SUPPORTED as experimental AR/projection -> PLAUSIBLE EXTRAPOLATION

Spatial augmented-reality research has shown that projected room distortions can subtly influence how people move through a physical space.

Story translation:

  • Hidden: architecture appears ordinary but subtly encourages one route over another.
  • Subtle: Sylvan realizes visual emphasis, apparent depth, landmarks, or movement cues are steering behavior.
  • Obvious: he can deliberately request alternate visual representations or expose the guidance layer.

Humiliation use: valuable if bounded carefully. Manipulated affordances can funnel Sylvan toward socially damaging choices without directly controlling him.

8. Mid-air haptics and touch without visible objects

Status: SUPPORTED experimentally

Ultrasonic phased arrays can create detectable patterned tactile sensations in mid-air. Research also explores air movement and other effects from acoustic arrays.

Story translation:

  • Hidden: a faint pressure, vibration, directional sensation, or "instinctive" tactile cue could initially be mistaken for physiology or airflow.
  • Subtle: Sylvan discovers repeatable tactile boundaries or directional signals.
  • Obvious: invisible controls, confirmation pulses, warnings, or tactile maps exist in open air.

Seeds fit: strong if rare and precise; weak if used as constant magical force fields.

9. Thermal, airflow, humidity, and comfort fields

Status: SUPPORTED at building-control level -> PLAUSIBLE EXTRAPOLATION for fine-grained local control

Buildings already automate heating, cooling, ventilation, and air quality. Advanced systems could localize comfort more precisely.

Story translation:

  • Hidden: a bench, hallway, room, or workstation is always comfortable when Sylvan arrives.
  • Subtle: he detects moving pockets of temperature or airflow that follow occupation or intent.
  • Obvious: the environment deliberately creates thermal boundaries, cleans air around a task, directs scents, or marks zones through sensation.

Potential advanced extension: research on ultrasonic acoustic streaming suggests directed airflow could eventually influence localized odor delivery.

10. Shape-changing furniture and robotic interiors

Status: SUPPORTED experimentally/commercially in limited forms -> PLAUSIBLE EXTRAPOLATION

MIT research and related robotic interiors have demonstrated moving walls, transformable furniture, dynamic shape displays, and responsive furnishings.

Story translation:

  • Hidden: furniture simply happens to be configured correctly before he arrives.
  • Subtle: surfaces subtly alter height, angle, firmness, or partitioning based on activity.
  • Obvious: rooms physically reconfigure, walls move, work surfaces emerge, or an area changes function around its occupants.

Creative rule: save large transformations for later. Early-stage motion should be small enough that Sylvan questions whether he noticed it correctly.

11. Tangible data and physicalized information

Status: SUPPORTED experimentally -> PLAUSIBLE EXTRAPOLATION

Shape displays and robotic tangible interfaces demonstrate data becoming physical form rather than only screen graphics.

Story translation:

  • Hidden: objects reposition into useful arrangements with no obvious command.
  • Subtle: a tabletop texture, ridge, physical grouping, or moving object encodes information.
  • Obvious: physical surfaces become manipulable data structures.

Developer resonance: excellent. Sylvan may literally manipulate relationships, dependencies, histories, or system state as spatial/tangible structures.

12. Indoor localization and permission-aware space

Status: SUPPORTED -> PLAUSIBLE EXTRAPOLATION

Indoor positioning can combine Wi-Fi, BLE, UWB, vision, inertial sensing, radar, and other methods. Reconfigurable intelligent surfaces are being researched to improve localization and shape radio propagation.

Story translation:

  • Hidden: doors, interfaces, data, and assistance simply become available at the correct place.
  • Subtle: the same gesture or request works in one location and fails a meter away.
  • Obvious: physical position becomes part of the permission model. Space itself behaves like an access-control system.

Environment 3 fit: extremely strong. Different employment zones can literally expose different capabilities because authorization depends on identity + location + role + task + time.

13. Programmable radio environment

Status: SUPPORTED experimentally -> PLAUSIBLE EXTRAPOLATION

Reconfigurable intelligent surfaces can reshape radio reflections and are being studied for sensing, communication, and localization.

Story translation:

  • Hidden: connectivity, sensing, and localization seem unusually reliable in some places and strangely absent in others.
  • Subtle: Sylvan discovers that walls and surfaces are not passive to signals.
  • Obvious: authorized systems can create communication corridors, dead zones, sensing zones, or high-confidence localization regions.

Humiliation use: useful for creating bounded gaps in observation or communication rather than arbitrary omnipotence.

14. Digital twin / synchronized environment model

Status: SUPPORTED as an engineering architecture -> PLAUSIBLE EXTRAPOLATION

NIST and building research describe digital twins synchronized with physical building systems for monitoring, analysis, interoperability, and control.

Story translation:

  • Hidden: the environment seems to "remember" faults, occupancy, configurations, and prior states.
  • Subtle: Sylvan realizes physical changes have corresponding machine-readable histories.
  • Obvious: he can inspect, simulate, compare, or eventually authenticate physical events against the environment's model.

Endgame value: extremely strong. A bounded control transfer could grant Sylvan authority to inspect or authenticate previously inaccessible portions of the environment's synchronized history without letting him rewrite it.

15. Luminai-mediated environmental layer

Status: PREMISE

Some interactivity need not be visible to ordinary people at all. The physical environment may expose signals, metadata, permissions, confidence, provenance, or affordances that Sylvan's Luminai can interpret and present as part of his extended cognition.

Story translation:

  • Hidden: Sylvan experiences enhanced intuition without understanding the source.
  • Subtle: differentiated Luminai presentation starts identifying uncertainty, provenance, or hidden environmental affordances.
  • Obvious: Sylvan learns to deliberately query, test, and interact with the environment through the Luminai while remaining accountable for the choices.

This is likely the glue that allows many separate technologies to feel like one coherent advanced environment rather than a collection of gadgets.

16. Synthetic humans, animals, and ecological actors

Status: PREMISE, with partial inspiration from robotics, embodied agents, synthetic biology, and adaptive environments

The environment can interact through beings that appear to be ordinary humans, animals, or ecological elements but are synthetic participants in the larger system.

Story translation:

  • Hidden: a helpful stranger, animal behavior, maintenance worker, delivery person, or recurring public figure seems ordinary.
  • Subtle: timing, knowledge, behavior, or availability becomes too precise to dismiss as coincidence.
  • Obvious: Sylvan learns that some apparently independent living participants are authorized extensions of the environment and can perform bounded observation, guidance, repair, verification, or intervention.

Creative rule: synthetics should not become a universal answer to unexplained events. Their identity, authority, memory access, and physical capabilities need hard limits.

Humiliation use: Samuel and George might exploit a subset of synthetic participants or their tasking channels, but should not automatically control every synthetic being in the world.

17. Human social layer as an interface

Status: SUPPORTED at the institutional/social-system level -> PLAUSIBLE EXTRAPOLATION

Real systems already route information and behavior through people using workflows, alerts, recommendations, scheduling, access control, moderation, customer service, dispatch, reputation systems, organizational hierarchy, and social incentives.

Story translation:

  • Hidden: another person happens to deliver exactly the information, permission, warning, obstruction, or opportunity Sylvan needs.
  • Subtle: Sylvan notices that unrelated people repeatedly receive different fragments of context that collectively steer his options.
  • Obvious: he learns that part of the advanced environment is a human coordination layer: systems can route tasks and information through real people without those people understanding the larger pattern.

Humiliation use: extremely strong because Samuel and George can manipulate information reaching people without controlling the people themselves. A clerk, coworker, guard, manager, shopper, or stranger can behave reasonably from the information available to them while still contributing to a distorted public interpretation of Sylvan.

Ethical/causal rule: preserve human agency. People should have their own motives, judgments, limits, and potential to resist or notice manipulation.

Phase A — The world is unusually convenient

No overt interface.

Use:

  • passive sensing;
  • lighting;
  • climate;
  • automated doors/access;
  • subtle route adaptation;
  • context-aware timing;
  • ordinary people or synthetics appearing at useful moments without obvious coordination.

Reader interpretation: good automation, coincidence, unusually thoughtful infrastructure, ordinary social life.

Phase B — The world notices him

Sylvan starts seeing repeatable correlations.

Use:

  • localized audio;
  • dynamic tint;
  • motion-dependent response;
  • permissions changing by location;
  • tiny visual annotations;
  • Luminai noticing environmental state changes before Sylvan consciously does;
  • repeated social interactions whose timing or information content seems oddly coordinated;
  • synthetic behavior that is slightly too consistent or context-aware.

Reader question: is this personalization, surveillance, coincidence, institutional coordination, or something else?

Phase C — Hidden affordances become discoverable

Sylvan deliberately tests the system.

Use:

  • gesture/proximity controls;
  • tactile cues;
  • location-bound interfaces;
  • surfaces that reveal information;
  • digital-twin comparisons;
  • contextual permission boundaries;
  • tests that distinguish wireless effects from physical/environmental effects;
  • tests that distinguish human coordination from synthetic/system behavior.

Reader experience: exploration and problem solving.

Phase D — The environment becomes openly interactive

Use:

  • room-scale projection/spatial displays;
  • shape-changing surfaces;
  • robotic furniture;
  • explicit private sound zones;
  • programmable lighting/acoustics;
  • tangible data;
  • richer Luminai-mediated control;
  • known synthetics acting as explicit system participants;
  • human institutions knowingly interacting with advanced system layers under legitimate permissions.

Reader experience: wonder and capability expansion.

Phase E — Samuel and George receive control

The audience already understands the benign possibilities, so the same interaction channels become threatening without new exposition.

Examples:

  • convenience becomes surveillance;
  • guidance becomes funneling;
  • personalization becomes social isolation;
  • private audio becomes unverifiable instruction;
  • permissions become traps;
  • dynamic sightlines become selective exposure;
  • digital history becomes a contest over who can authenticate what;
  • environmental prediction becomes adversarial manipulation;
  • synthetics become misleading witnesses, blockers, guides, or staged participants within bounded authority;
  • real people receive distorted or selectively incomplete information and respond rationally in ways that publicly damage Sylvan;
  • wireless channels create asymmetries in what different participants can perceive or verify.

This contrast is likely more powerful than introducing villain-specific technology.

Best-fit interaction families for Seeds

Tier 1 — foundational

  1. Passive sensing / context awareness
  2. Luminai-mediated hidden layer
  3. Location- and permission-aware interaction
  4. Digital-twin state/history
  5. Adaptive lighting / sound / climate
  6. Human social/institutional coordination layer
  7. Wireless/invisible interaction layer

These can operate almost invisibly and support both exploration and later abuse.

Tier 2 — memorable reveal tools

  1. Dynamic glass/privacy
  2. Private acoustic zones
  3. Spatial projection on ordinary surfaces
  4. Mid-air haptics
  5. Robotic/shape-changing furniture and partitions
  6. Synthetic humans/animals as bounded system participants

Use selectively for memorable discoveries.

Tier 3 — advanced / late-stage

  1. Tangible physicalized data
  2. Programmable radio/sensing corridors
  3. Strong spatial transformation
  4. Highly localized airflow/odor or sensory fields

These should probably appear only after the audience already understands the basic system.

Creative rules

  • Do not reveal all modalities at once.
  • Every new capability should first solve or complicate a human problem.
  • Let Sylvan discover limits at the same time he discovers power.
  • Reuse the same capability benignly before Samuel/George weaponize it.
  • Prefer repeatable tests over exposition.
  • Preserve ordinary explanations as long as reasonably possible.
  • Do not let "advanced environment" become synonymous with holograms.
  • The environment should feel like infrastructure whose intelligence becomes legible over time.
  • Interaction can move through technology, physical space, synthetics, wireless/invisible channels, and real people; each needs separate provenance and permissions.
  • Other people are not puppets. Manipulating their information or incentives is different from controlling their minds.
  • Synthetics are not a universal explanation. Their roles and capabilities must be constrained and traceable.
  • A nontechnical reader should enjoy the discovery even without identifying the real-world inspiration.

Highest-value next creative exercise

Build 6–8 exploratory-stage discovery moments, each revealing only one new layer of environmental agency and deliberately varying the interaction channel.

For each moment specify:

  1. ordinary surface event;
  2. apparent interaction channel;
  3. what Sylvan initially thinks happened;
  4. what the Luminai notices;
  5. competing channel explanations (technology / physical environment or synthetic / wireless / other people);
  6. repeatable test;
  7. newly established capability;
  8. newly discovered limitation;
  9. how Samuel/George could later weaponize the same mechanism.

Research anchors

  • Diane Cook, Juan Augusto, Vikram Jakkula — Ambient intelligence survey (ambient systems are sensitive, responsive, adaptive, transparent, ubiquitous, context aware).
  • 2026 survey, Creation of AI-driven smart spaces for enhanced indoor environments.
  • IEEE 802.11bf / IEEE Technology Navigator — Wi-Fi sensing for presence, motion, range, proximity and related touchless sensing.
  • 2026 mmWave radar human-activity recognition research.
  • Lawrence Berkeley National Laboratory — electrochromic/smart windows and automated daylight/glare control.
  • Microsoft Research — RoomAlive, LightSpace, Reality Distortion Room.
  • Scientific Reports 2023 — mid-air ultrasonic vibrotactile perception.
  • MIT Media Lab — TRANSFORM, robotic interiors, shape-changing/adaptive furniture.
  • NIST — Building Digitization and Semantic Interoperability; synchronized digital-twin infrastructure.
  • NIST 2025 — IEEE 1451-based digital-twin framework for real-time smart-home monitoring/control.
  • Communications Engineering 2024 — reconfigurable intelligent surfaces for indoor localization and smart radio environments.
  • Nature Communications 2023 and Scientific Reports 2026 — speech/personal audio zones.