Applied AI, intelligent tooling, and
connected learning workspaces.
MPS Labs is the applied research and proprietary products division of Mashed Potato Studios. We build the Experien learning suite, developer progression engines, and agent architectures that power our ecosystem.
The Connected Learning Workspace
One workspace for the applications, educators, students, and operational context modern institutions depend on.
Math Mode
AI-guided SBA studio for math classrooms with co-teaching workflows, rubric feedback, and celebration planning.
Educreon
AI-powered curriculum and content creation platform for educators to design engaging, standard-aligned learning experiences.
Experien Matrix
Professional development management with appraisal workflows, training sessions, and verified evidence tracking for school leaders.
Work-Edu-Flow
Automation studio for instructional teams to orchestrate lesson planning, district outreach, and AI-assisted task pipelines.
Experien Register
Comprehensive student attendance and cohort management system for tracking engagement, interventions, and student participation.
Family Bridge
Personalized family portal highlighting milestones, student growth insights, and authentic classroom wins.
SkraibWrite without friction.
A writer-first AI environment where assistance stays reviewable. Suggestions arrive as visible, confidence-gated edits, risky directions branch without overwriting the draft you trust, and diagnostics run before anything changes.
- Scribe
Confidence-gated suggestions in three layers, from instant corrections to deeper context.
- AI Review
Inline comments and reviewable changes keep the reasoning attached to the words.
- Safe branching
Explore a direction without overwriting the draft you already trust.
- Spaces
Focused writing pipelines with explicit states: running, needs review, ready.
- Cross-document context
Reference the documents and folders that matter without losing the current thread.
- Offline dictation
Local Whisper models, so dictated words never leave the device.
- Agent with tools
Expert skills, MCP tool access, and browser research behind every suggestion.
- Goals & streaks
Word counts, sessions, and streaks that make a writing practice visible.
Autonomous Systems & Developer Progression
Researching the intersection of deterministic engineering, autonomous agent orchestration, learning systems, and real-world developer skill verification.
01 // RESEARCH_PILLARS
04 Focus AreasEngineering What Comes Next
Experien Learning Suite
One unified operating environment connecting educators, students, school leaders, and families. 5 connected applications live across 12 active organizations and 28 workspaces.
Solo Level & DevLevels Ecosystem
Gamified developer progression, verified skills benchmarking, and live streak telemetry. Providing engineers with verified credentials based on real-world commits.
Multi-Agent Workflow Orchestration
Research into tool-calling LLMs, structured reasoning loops, safety boundaries, and deterministic human-in-the-loop audit pipelines for enterprise deployment.
Modern Tooling & Infrastructure
High-performance boilerplates, Nuxt/TypeScript micro-frameworks, and automated build pipelines that accelerate studio product delivery by 3x.
Current Labs Initiatives
Experien Hub & Live Workspaces
Unified authentication, multi-tenant school licensing, and connected app ecosystem supporting 28 active workspaces.
Solo Level Public Registry
Live Supabase-synchronized registry tracking active engineers, XP levels, and verified coding streaks.
Agentic Tool Execution Rig
Deterministic sandboxing for multi-agent LLM systems with step-level rollback and telemetry.
“MPS Labs is the R&D engine that ensures Mashed Potato Studios never builds static software. By investing into our own learning ecosystems like Experien, developer platforms like Solo Level, and multi-agent safety systems, we deliver solutions that are years ahead of generic development shops.”
Ready to build connected software?
Explore live learning applications on Experien, inspect verified developer talent on Solo Level, or partner with MPS Studio.