Holistic
Projects remember.
A durable continuity layer for AI-assisted software projects. Agents switch. Applications change. Devices change. The repository preserves the thread.
View on GitHub ↗Independent research and systems studio
Designing systems
that survive change.
Future Proof Works explores continuity, institutional memory, longitudinal understanding, and the systems that help people, projects, stories, and publications remember what matters.
The participants change. The thread continues.
01
Current work
A family of systems that remember.
Saga
Publications remember.
A continuity-aware publishing system for methodology-driven, longitudinal publications. Structured history in. Reproducible publication out.
In developmentNewsThread
Stories remember.
Links reporting across time so an evolving story retains its causes, branches, consequences, and unresolved questions.
Research projectDemocracy Health Monitor
Every issue becomes history.
A calibrated, traceable record of democratic institutional health in the United States. Designed for comparison across time.
Published with Saga02
Philosophy
Continuity by design.
“The purpose of continuity is not to preserve the past. It is to preserve understanding.”
The work is durable.
Participants, tools, models, and interfaces are temporary.
History should be inspectable.
New understanding supersedes old understanding without erasing it.
Provenance is part of the system.
Decisions, confidence, sources, and authority must remain visible.
The magic should survive minute ten.
Automation must remain understandable after the novelty fades.
03
Research
Questions worth carrying forward.
Agent continuity
Succession planning for AI agents
What should the next agent inherit, and what should be deliberately left behind?
Architecture
Continuity systems
How do practices from shift work, archives, and institutional memory become software architecture?
Publishing
Longitudinal understanding
How can recurring publications accumulate meaning without silently rewriting their own history?
Hardware lab
Ambient, batteryless light
Can tiny inductive lights become low-maintenance status, safety, and guidance systems?
About Future Proof Works
Built at the intersection.
Future Proof Works is the independent studio of Lisa Fremlin Weiss, a systems thinker, analyst, writer, and builder whose work explores how complex systems preserve continuity while participants and conditions change.
The studio spans software, research, publishing, and hardware experiments. Different domains. The same underlying question.
How do we help the future understand what matters now?
Future Proof Works
Leave the thread unbroken.
Software · Research · Hardware · Publications
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