Experimentation First
We test assumptions fast, use small feedback loops, and drop ideas that do not deliver measurable value.
Startup Lab for Modern Applications
ViableSpark builds modern AI-native applications at startup-speed.
We are a startup and experimentation lab focused on shipping modern products that combine AI workflows, rigorous engineering, and practical business value.
What Is ViableSpark
We run startup-speed experiments and turn proven ideas into production systems.
ViableSpark operates as a startup and lab for modern app experimentation. We rapidly test, validate, and ship AI-native products with clear business outcomes.
Measurable Outcomes
Product decisions are grounded in operational signals, business impact, and practical user benefit.
Production Discipline
Every successful experiment is hardened with clear interfaces, deployment readiness, and maintainable architecture.
Active Projects
Two production-focused initiatives, one shared operating philosophy.
Each platform solves a specific operational problem while aligning with ViableSpark's approach to collaborative intelligence and scalable automation.
Under Construction
Trading Advisor
A collaborative intelligence engine that transforms market signals and peer research into structured portfolio guidance.
- Multi-tenant "one brain" architecture with strict user data isolation by default.
- Hierarchical memory tiers (private, shared, global) to power collective alpha while protecting private context.
- Attribution-first synthesis that separates news facts, peer insights, and model reasoning with source traceability.
For research and informational purposes, not financial advice.
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News Agents Dashboard
A scalable platform for configurable AI agents that monitor, evaluate, and distribute entity-specific news in real time.
- Autonomous workflows for multi-source scraping, relevance scoring, and entity extraction.
- Event-driven architecture with NATS distribution and FastAPI-based configuration management.
- Built for operational control: agent CRUD, scheduling, execution logs, and entity-scoped filtering.
Launch The Apps
Run both products in the ViableSpark ecosystem.
Move directly from strategy to execution with live access to each platform.