Ideas, launches and guides
What we ship in Papr, how to build with it, and what we are learning about AI memory along the way.
Why every teammate gets their own copy of a shared app
In Papr Work, every teammate gets their own copy of a shared app. Changes go back to the owner as proposals, and updates keep your own edits.
Launch ·Introducing papr-embed: schema-native embeddings, and open-weights embeddings for code retrieval
papr-embed-code-1 (4B, 0.6B; Apache-2.0) is #1 on all four MTEB code leaderboards, and papr-embed-schema-1 adds embeddings that understand your schema.
Insight ·Stop Being the Glue Holding Your GTM Stack Together
A free live webinar on Thursday, Oct 29: bring one GTM task you never want to do by hand again, and we will build a working AI workflow for it live.
How-to ·I Built a Papr Work App to Manage Childcare for Seattle Kraken Game Nights. It Took One Conversation.
How a hockey parent built Kraken Sitter, a Papr Work app that books babysitters for all 41 Seattle Kraken home games, in one conversation with no code.
Insight ·LinkedIn Outreach: Spend Your Time on Clients, Not a New Side Project
Papr Work's LinkedIn Outreach app gives small GTM teams prospects, sequences, follow-ups and a reply inbox on day one, with no automation to build.
Insight ·The Craft Behind Every Design Decision at Papr
How we design Papr Work: why chat is not the main interface for AI, a sidebar cut from 240px to 96px, and a logo that went from folded paper to infinity.
Launch ·Papr Work, Redesigned Around the Way You Work
The Papr Work redesign: a slimmer interface, Focus with three priorities in view, Replay to watch your agent's progress, and apps you can share.
News ·GTM Unblocked Is Nearly Full: We Added 12 More Spots.
GTM Unblocked is almost at capacity, so we added 12 more spots. Join us Sept 9 at the AWS Builders Loft to turn one GTM workflow into a working AI app.
How-to ·GTM Unblocked: A Hands-On AI Automation Workshop
GTM Unblocked is a hands-on AI automation workshop on Sept 9 at the AWS Builders Loft in San Francisco. Bring one GTM workflow and leave with it automated.
Launch ·Papr Launches Papr Work to Replace Fragmented GTM Software With AI Apps That Run the Work
Papr Work is a local-first app where AI-native professionals discover, customize and build AI apps that automate repetitive GTM work and cut SaaS costs.
Insight ·Stop Building Fake Employees. Automate the Work You Hate.
Most AI agents fail because they try to replace a whole job. Start narrow: automate one task you hate or replace one SaaS tool, then build up from there.
Insight ·Stop Engineering Context. Engineer the Loop.
Prompt engineering, then context engineering, now loop engineering. How we built an outer loop that runs ML experiments to tune our own retrieval models.
Insight ·Why RAG Fails Before the Model Gets Involved
When an AI agent gives a weak answer, the model is often not to blame. Most RAG failures happen at retrieval, before the LLM sees the context.
Insight ·The Trillion-Dollar Architecture Shift: Why AI Agents Need Context Graphs, Not Just Vectors
Vector embeddings are necessary for AI memory but not enough for agents. Why context graphs with memory policies matter, with a hands-on build guide.
Insight ·Friday Night Experiment: I Let a Multi-Agent System Decide Our Open-Source Fate. The Result Surprised Me.
We built a multi-agent RL system with 100k Monte Carlo runs to decide whether to open-source Papr's memory layer. 91.5% of runs favored open-core.
Launch ·Beyond RAG: Introducing Papr Context Intelligence
Papr Context Intelligence lets AI agents reason over memory, not just retrieve it: insights, analytics and what changed and why, from one memory layer.
Launch ·Introducing Papr Predictive Memory
Papr is the predictive memory layer for AI: instead of engineering context by hand, it predicts the context an agent needs before it asks. Built for developers.
Launch ·Memory Networks: Building AI That Remembers Like Your Brain
AI assistants forget context between conversations. Memory networks give AI a brain-like memory so it remembers what matters across your workspace.