about us
AI is missing one thing: Memory. We’re building it.
Today, Pieces is an AI-enabled productivity tool designed to increase developer efficiency and effectiveness through personalized workflow assistance across the entire toolchain.
How we got to this point
Progress towards the mission
2022/2023 — Phase i
Solved “broad-context” ingestion
No existing AI system could passively capture and associate context across applications
We had to build Workstream Pattern Engine, continuously ingesting millions of micro-events without disrupting performance.
AI needed structured memory, not just raw data
Developed on-device models (TF-IDF, SVMs, LSTMs, RNNs) to classify and preserve meaningful context automatically.
Making this work on-device was a massive challenge
Engineered hardware-accelerated, offline models for real-time memory association without cloud dependencies.
Key Breakthrough: First real-time, privacy-preserving developer memory engine that could capture and structure workflow data without manual effort.
2024/2025 — Phase II. Long-Term Memory 1 & 2
Solved “proactive formation” (LTM-1)
Storing raw data wasn’t enough — the system needed to identify what to remember, what to forget, and how to retrieve it instantly
Built reinforcement & decay models to prioritize useful context and discard noise, a problem no other AI system has solved at scale.
Balanced quality & quantity (LTM-2)
Preserved memories lacked relationships — AI needed to “remember” like a human
At scale, memories became fragmented. Modeled after “REM” sleep, we built agentic processes to continuously link memories across time, topic, and concentration — enhancing cohesion and retention of long-term detail.
Efficiency was a massive barrier — real-time & long-term memory had to be lightweight
Achieved a 380% increase in recall accuracy and granularity while cutting CPU and RAM usage by 14X—enabling 18 months of structured memory in just 4GB of storage.
Key Breakthrough: First real-time, privacy-preserving memory engine that could capture and structure workflow data adaptive to real-world usage.
The team behind it
A remote team crafting the ultimate productivity platform for developers
