Build Memory-First AI Agents

Join Memori's developer relations program for the memory fabric for enterprise AI—persistent, structured memory that keeps context alive while cutting LLM costs 60-80%.

Memory Playbook Memori Docs

Our Mission

Create a thriving ecosystem of developers building memory-first AI agents and applications with Memori — the SQL-native memory fabric for enterprise AI.

60-80%

LLM Cost Reduction

Milliseconds

Recall Latency

15+

Databases Supported

0-Config

Drop-In SDK

Strategic Framework

Three core pillars driving memory-first developer adoption

🔌

1. Memory-First Architecture

Persistent, structured memory that keeps AI agents consistent and personalized

  • Auto Capture: Facts, preferences, summaries, rules
  • Targeted Recall: Only inject relevant context
  • Memory + RAG: Hybrid reasoning and grounding
  • Explainable Lineage: Trace memory sources
🌐

2. SQL-Native & Secure Controls

Keep memory in your database with enterprise-grade governance

  • SQL-Native: PostgreSQL, MySQL, SQLite, MongoDB
  • Security: RBAC, retention, deletion policies
  • Compliance: Auditability and data ownership
  • Payments Vault: PCI/SOC2-ready memory
📚

3. Developer Experience Excellence

Delivering drop-in SDKs, integrations, and best-in-class guidance

  • Drop-in SDK: Python/TypeScript with zero config
  • Frameworks: LangChain, PydanticAI support
  • Community: Memory workshops and office hours
  • Content: Memory patterns, benchmarks, guides

Four Core Integration Patterns

Proven architectures for building on Memori memory

💬

Persistent Conversational Memory

Give agents long-term context across sessions

  • Fact, preference, and summary capture
  • Entity/process/session attribution
  • Millisecond recall at inference time
  • Data retention and deletion controls
View Memory Demo
🤖

Agent Workflow Memory

Store multi-agent state, handoffs, and plans

  • Task-specific working memory
  • TTL-aware memory policies
  • Explainable lineage and provenance
  • Analytics and observability hooks
Agent Examples
🔍

Memory + RAG Hybrid

Recall memory first, then augment with RAG

  • Reduce token spend with selective recall
  • Semantic augmentation on demand
  • Precision grounding with citations
  • Personalized context injection
Search Examples
📥

Personalization at Scale

Build memory-driven personalization across products

  • User profiles and preference memory
  • Cross-session continuity
  • Multi-tenant memory isolation
  • Analytics and ROI measurement
Personalization Guide

Developer Programs

🚀

Memory Accelerator

Intensive program for teams shipping production-grade memory for AI agents with Memori.

  • Memory architecture guidance
  • Cost optimization playbooks
  • Benchmarking & evaluation support
  • Featured in Memori Memory Gallery
Apply Now
💼

Co-working & Office Hours

Weekly co-working sessions with open office hours. Get direct help from Memori engineers and collaborate with the community.

  • Every week (hybrid format)
  • 1-on-1 guidance
  • Architecture reviews
  • Live debugging sessions
View Schedule
🎓

Weekly Workshops

Hands-on technical workshops covering memory-first agents, SQL memory, and recall patterns.

  • Live coding sessions
  • Memory capture & recall
  • RAG + memory design
  • Framework integrations
Browse Topics
🏆

Quarterly Hackathons

Larger community hackathons with bigger prizes and intensive mentorship. Build innovative AI agents and apps on Memori.

  • 4 per year (quarterly)
  • $50K+ prize pools
  • 48-hour sprints
  • Showcase your work
Next Hackathon
🎉

Monthly Meetups

Connect with the community in hybrid meetups. Learn, share, and network with other Memori users.

  • Third Tuesday each month
  • SF in-person + Virtual
  • Free food & drinks
  • Lightning talks & workshops
Join Next Meetup
💰

Bounty System

Earn rewards for memory integrations, SDK extensions, recall tooling, and tutorials.

  • Monetary rewards
  • Memory categories
  • Community evaluation
  • Monthly challenges
View Bounties
💡

Grant Program

Apply for funding to ship memory research, tooling, and production integrations.

  • Rolling applications
  • Quarterly reviews
  • Technical support
  • Public recognition
Apply for Grant
🛒

Memory Integration Marketplace

Discover and publish verified integrations that extend Memori memory across stacks.

  • Security audited
  • Code reviewed
  • Easy installation
  • Community ratings
Browse Marketplace
🧠

Memori Memory Platform

Build memory-driven AI applications with attribution, recall, and augmentation APIs.

  • Attribution & recall APIs
  • SQL-native memory storage
  • Compliance-ready controls
  • Open-source SDKs
View Documentation

Memori Ecosystem

Integrations that power memory-first AI systems

🤖

LLM Providers

OpenAI, Anthropic, Gemini, Bedrock, and Grok integrations.

View All
🔧

Databases

PostgreSQL, MySQL, SQLite, MongoDB, and more.

Explore
📦

Frameworks

LangChain, PydanticAI, and custom stack support.

Browse
View Full Ecosystem

90-Day Execution Plan

Strategic roadmap for scaling developer adoption

🎯

Days 1-30: Listen & Learn

Customer immersion and memory strategy planning

  • Shadow 5 customer onboarding calls
  • Review memory adoption feedback
  • Complete docs + SDK audit
  • Competitive analysis (vector DBs, RAG)
Deliverable: "State of Memori Memory" report
🛠️

Days 31-60: Build & Ship

Ship memory guides and integration tooling

  • Publish memory SDK improvements
  • Ship 3 memory-first tutorials
  • Create 5 integration templates
  • Launch developer community
Deliverable: Measurable onboarding improvement
🚀

Days 61-90: Scale & Evangelize

Memory-first evangelism and growth

  • Launch "Build with Memori" hackathon ($50K)
  • Submit memory-first conference talks
  • Publish "Memory-First AI" playbook
  • Host first memory office hours
Deliverable: 100 new active developers

Upcoming Events

Weekly

Workshops & Office Hours

Join us every week for hands-on workshops and open office hours with the Memori team.

Monthly

Community Meetups

Join us every third Tuesday for hybrid meetups with talks, workshops, and networking.

Quarterly

Hackathons & Grants

Quarterly hackathons with $50K+ prizes and grant review cycles for funded projects.

Ongoing

Residency Applications

Apply anytime for our SF residency program. Rolling admissions.

Learn & Build

📚 User Tutorials

Step-by-step guides to master Memori memory

🔧 Workshop Materials

Deep dive into technical topics

📖 Documentation

Comprehensive program details

Ready to Get Involved?

Choose your path and start building with the Memori community today.

🏠 Apply to Residency

Live and build in San Francisco

🎓 Attend a Workshop

Learn from the experts

💰 Claim a Bounty

Get rewarded for contributions

💡 Submit a Grant

Fund your innovative idea