Robuta

https://docs.letta.com/guides/agents/memory-blocks/
Create and manage structured memory blocks that persist in agent context windows.
memoryblockslettadocs
https://docs.letta.com/guides/agents/memory/
Understanding agent memory systems including core memory and archival memory in Letta.
memoryoverviewlettadocs
https://docs.letta.com/guides/evals/cli/commands/
Command-line interface reference for running evaluations, managing datasets, and viewing results.
cli commandslettadocs
https://docs.letta.com/guides/mcp/overview/
Overview of Model Context Protocol (MCP) integration for extending agent capabilities.
model context protocolmcplettadocs
https://docs.letta.com/guides/evals/troubleshooting/
Common issues and solutions when running evaluations, debugging failures, and optimizing performance.
troubleshootinglettadocs
https://www.approdocalabria.it/candidatura-irto-pd-reggio-calabria-bene-letta-si-prosegua-su-strada-rinnovamento/
May 31, 2021 - “Il percorso che abbiamo sostenuto e portato avanti con entusiasmo e partecipazione nel corso di questi mesi merita rispetto e attenzione. Non può...
reggio calabriacandidaturapdquotbene
https://docs.letta.com/prompts/
Craft effective system prompts and instructions for Letta agents.
promptslettadocs
https://www.letta.com/
The platform for stateful agents. Build AI agents with long-term memory, advanced reasoning, and custom tools using the Letta API and Agent Development...
letta
https://docs.letta.com/guides/agents/client-side-tools/
Run tools in your application environment and provide results to agents through the approval system.
clientsidetoolexecutionletta
https://docs.letta.com/guides/agents/parallel-tool-calling/
Enable agents to call multiple tools simultaneously for efficient parallel execution.
tool callingparallellettadocs
https://docs.letta.com/guides/evals/concepts/datasets/
Create and manage evaluation datasets with test cases for systematic agent testing.
datasetslettadocs
https://docs.letta.com/guides/evals/results/overview/
Understand evaluation results, metrics, and how to analyze agent performance data.
understandingresultslettadocs
https://docs.letta.com/guides/agents/tool-rules/
Define rules that constrain when and how agents can use specific tools.
creatingtoolruleslettadocs
https://docs.letta.com/concepts/letta/
Core concepts of the Letta framework including agents, services, and APIs.
researchbackgroundlettadocs
https://docs.letta.com/api-reference/sdk-migration-guide
migration guidesdklettadocs
https://docs.letta.com/guides/legacy/react-agents-legacy/
Legacy ReAct agent architecture documentation for tool-based reasoning agents.
reactagentslegacylettadocs
https://discord.com/invite/letta
A server for AI developers and enthusiasts interested in building AI agents with advanced memory | 10872 members
letta
https://docs.letta.com/tutorials/discord-bot/
Build Discord bots powered by Letta agents with persistent memory and intelligent conversation capabilities.
creatediscordbotlettadocs
https://docs.letta.com/guides/agents/long-running/
Build long-running agents that maintain state across extended time periods.
longrunningexecutionslettadocs
https://docs.letta.com/faq/
Frequently asked questions about Letta, agents, memory, and platform capabilities.
lettafaqsdocs
https://docs.letta.com/guides/templates/variables/
Manage environment variables and configuration in Letta Cloud deployments.
memoryvariableslettadocs
https://www.awwwards.com/sites/letta
Create production-ready stateful agents in a single API call.
lettaawwwardsnominee
https://docs.letta.com/guides/desktop/troubleshooting/
Troubleshoot common Letta Desktop issues including installation and connection problems.
troubleshootinglettadesktopdocs
https://docs.letta.com/quickstart/
Quick start guide to creating your first Letta agent and sending messages.
developerquickstartlettadocs
https://docs.letta.com/guides/server/providers/xai/
Configure xAI (X.AI) language models for Letta agents.
xai groklettadocs
https://docs.letta.com/guides/agents/streaming/
Stream agent responses in real-time for responsive user interfaces and applications.
streamingagentresponseslettadocs
https://docs.letta.com/guides/agents/archival-search/
Search agent archival memory with semantic and keyword-based queries.
searchingqueryinglettadocs
https://docs.letta.com/guides/agents/web-search/
Enable agents to search the web and retrieve current information with built-in web search tools.
web searchlettadocs
https://docs.letta.com/guides/mcp/remote/
Use Server-Sent Events (SSE) for real-time communication with Model Context Protocol servers.
mcp serversconnectinglettaremotedocs
https://docs.letta.com/guides/templates/versioning/
Letta Cloud versioning, releases, and upgrade paths.
agent templatesversioninglettadocs
https://docs.letta.com/guides/legacy/workflows-legacy/
Legacy workflows and orchestration patterns for multi-agent systems in older versions.
workflowslegacylettadocs
https://docs.letta.com/guides/legacy/architectures-overview/
Overview of different agent architectures available in legacy Letta versions.
legacyagentlettadocs
https://docs.letta.com/tutorials/shared-memory-blocks
Share memory blocks between agents to enable collaborative workflows with read and write access to common workspaces.
shared memoryblockslettadocs
https://docs.letta.com/guides/docker/performance/
Optimize Letta Docker server performance with caching, scaling, and resource management.
performance tuninglettadocs
https://docs.letta.com/guides/selfhosting/performance/
Optimize self-hosted Letta server performance with caching, scaling, and resource management.
performance tuninglettadocs
https://docs.letta.com/guides/server/providers/openai/
Configure OpenAI models including GPT-4 and GPT-3.5 for Letta agents.
openailettadocs
https://docs.letta.com/guides/server/providers/openai-proxy/
Connect to OpenAI-compatible API proxies and custom endpoints.
openaicompatibleendpointlettadocs
https://docs.letta.com/tutorials/rag-overview
Overview of Retrieval-Augmented Generation patterns with Letta agents.
raglettadocs
https://docs.letta.com/core-concepts/
Core concepts including agents, memory, tools, and the Letta architecture.
core conceptslettadocs
https://docs.letta.com/guides/evals/advanced/custom-graders/
Build custom grading functions to evaluate agent outputs with domain-specific scoring logic.
customgraderslettadocs
https://docs.letta.com/guides/server/providers/google-vertex/
Use Google Cloud Vertex AI models with Letta agents in GCP environments.
google vertexailettadocs
https://docs.letta.com/guides/ade/setup/
Connect the Agent Development Environment to local or remote Letta servers.
connectingadelettadocs
https://docs.letta.com/overview
Overview of the Letta platform including Cloud, ADE, and self-hosting options.
lettaoverviewdocs
https://docs.letta.com/tutorials/attaching-detaching-blocks
Dynamically attach and detach memory blocks to control what information agents can access during runtime.
attachingmemoryblockslettadocs
https://docs.letta.com/guides/templates/client-side-tokens/
Generate client-side tokens for browser-based applications using Letta Cloud.
access tokensclientsidelettadocs
https://docs.letta.com/tutorials/customer-specific-agents/
Create dedicated agents for each customer using templates, persistent memory, and personalized communication tools.
buildingcustomerspecificrelationshipagents
https://docs.letta.com/concepts/memgpt/
Core concepts from the MemGPT research paper including self-editing memory.
lettadocs
https://docs.letta.com/multimodal/
Build multimodal agents that process images, audio, and other non-text inputs.
multimodalimageinputsletta
https://docs.letta.com/guides/agents/archival-best-practices/
Best practices for populating, managing, and querying agent archival memory effectively.
best practiceslettadocs
https://docs.letta.com/agent-development-environment
Get started with the Agent Development Environment for building and testing agents.
development environmentagentlettadocs
https://docs.letta.com/guides/legacy/low-latency-agents-legacy/
Legacy guide for optimizing agent response latency in pre-1.0 Letta versions.
low latencyagentslegacylettadocs
https://docs.letta.com/guides/evals/overview/
Introduction to Letta's evaluation framework for testing and measuring agent performance.
lettaevalsdocs
https://docs.letta.com/guides/ade/settings/
agentsettingslettadocs
https://docs.letta.com/guides/ade/desktop/
Install Letta Desktop application on macOS, Windows, and Linux.
installinglettadesktopdocs
https://docs.letta.com/guides/evals/concepts/targets/
Define evaluation targets that specify which agents or systems to test in your evaluation runs.
targetslettadocs
https://docs.letta.com/tutorials/multi-user
Build Letta applications that serve multiple users with isolated agent instances and shared resources.
multiple usersservinglettadocs
https://docs.letta.com/guides/agents/multi-agent-custom-tools/
Create custom multi-agent architectures with specialized orchestration patterns.
agent toolsbuildingcustommultiletta
https://docs.letta.com/guides/ade/simulator/
agentsimulatorlettadocs
https://docs.letta.com/guides/ade/data-sources/
data sourceslettadocs
https://docs.letta.com/guides/server/otel/
Configure telemetry and observability for monitoring Letta server performance.
collectingtracestelemetrylettadocs
https://docs.letta.com/guides/evals/concepts/suites/
suiteslettadocs
https://docs.letta.com/guides/cloud
Getting started with Letta Cloud for hosted agent deployments.
cloud docsletta
https://docs.letta.com/api-reference/overview
Introduction to the Letta API including REST endpoints and authentication.
api docsletta
https://docs.letta.com/guides/ade/tools/
toolslettadocs
https://www.huffingtonpost.it/video/2022/06/27/video/metropolis_123_-_una_vita_da_mediano_da_tommasi_a_letta_come_coltivare_il_campo_largo_dopo_le_amministrative_con_bonaccin-9713456/
Al centrosinistra 7 capoluoghi di provincia su 13, al centrodestra 4. Letta: "È la vittoria del campo largo". Meloni rivendica oltre la met&ag…
una vitametropolisdamedianoletta
https://docs.letta.com/guides/agents/human-in-the-loop/
Implement human-in-the-loop workflows where agents request user input for decisions.
humanlooplettadocs
https://docs.letta.com/guides/ade/troubleshooting/
Troubleshoot ADE issues including connection problems and configuration errors.
troubleshootingwebadelettadocs
https://docs.letta.com/guides/evals/extractors/builtin/
Use built-in extractors for common patterns like JSON extraction, tool calls, and message content.
builtlettadocs
https://docs.letta.com/guides/agents/agent-file/
Define agent configurations as code using Agentfile for version control and deployment.
aflettadocs
https://docs.letta.com/guides/cloud/rbac/
Role-based access control for managing team permissions in Letta Cloud organizations.
access controlrolebasedlettadocs
https://docs.letta.com/guides/templates/overview/
Use agent templates in Letta Cloud for quick deployment of preconfigured agents.
agent templatesintroductionlettadocs
https://docs.letta.com/guides/agents/context-engineering/
Engineer agent context windows by controlling what information appears and when.
context engineeringlettadocs
https://docs.letta.com/tutorials/multi-agent-async
Connect independent agents with separate memory systems to communicate asynchronously with message delivery tools.
connectingagentslettadocs
https://docs.letta.com/guides/server/source/
Install Letta server from source for development and customization.
installinglettasourcedocs
https://docs.letta.com/guides/evals/configuration/suite-yaml/
suiteyamlreferencelettadocs
https://docs.letta.com/guides/server/providers/ollama/
Use Ollama for running local open-source models with Letta agents.
ollamalettadocs
https://docs.letta.com/guides/legacy/heartbeats-legacy/
Legacy documentation for heartbeat-based agent orchestration patterns in older Letta versions.
legacylettadocs
https://docs.letta.com/guides/agents/prebuilt-tools/
Library of prebuilt tools for web search, code execution, and common agent operations.
utilitieslettadocs
https://docs.letta.com/guides/server/providers/anthropic/
Configure Anthropic's Claude models for Letta agents.
anthropiclettadocs
https://docs.letta.com/guides/legacy/naming-history/
History of Letta naming conventions and the transition from MemGPT to Letta.
agentarchitecturenaminghistoryletta
https://docs.letta.com/guides/evals/concepts/extractors/
Extract relevant information from agent responses for evaluation using built-in and custom extractors.
lettadocs
https://forum.letta.com/
Community of developers building stateful AI agents
developer communityletta
https://docs.letta.com/tutorials/pdf-chat
Upload PDF documents to Letta Filesystem, attach them to agents, and query document content using OCR extraction.
talkpdflettadocs
https://docs.letta.com/tutorials/custom-rag-integration/
Learn to integrate external vector databases like ChromaDB with Letta agents using standard and agentic RAG approaches.
connectcustomragpipelineletta
https://docs.letta.com/guides/evals/graders/multi-metric/
Evaluate agents across multiple metrics simultaneously with composite grading functions.
multimetricevaluationlettadocs
https://docs.letta.com/guides/evals/graders/tool-graders/
Grade agent tool usage, arguments, and execution patterns to ensure correct function calling.
toolgraderslettadocs
https://docs.letta.com/guides/agents/groups/
Organize agents into groups for shared resources and collaborative workflows.
groupslettadocs
https://docs.letta.com/tutorials/
Step-by-step guides for building with Letta
tutorialslettadocs
https://docs.letta.com/guides/agents/run-code/
Enable agents to execute code safely with the code execution tool.
code interpreterlettadocs
https://docs.letta.com/guides/evals/extractors/custom/
Build custom extractors to parse specific information patterns from agent responses for evaluation.
customlettadocs
https://docs.letta.com/guides/ade/context-window-viewer/
context windowviewerlettadocs
https://docs.letta.com/guides/agents/architectures/sleeptime/
Configure agent sleep time behavior for controlling response pacing and timing.
sleeptimeagentslettadocs
https://www.ansa.it/sito/notizie/cultura/libri/narrativa/2025/12/23/felicia-kingsley-e-lautrice-piu-letta-in-italia-del-2025_80200efc-ca68-4340-8d42-f7eef3124cde.html
Felicia Kingsley si conferma, anche per il 2025, l'autrice più letta in Italia. (ANSA)
feliciakingsleypilettaitalia
https://docs.letta.com/guides/mcp/setup/
Set up Model Context Protocol servers and configure agent connections.
mcp serversconnectinglettadocs
https://docs.letta.com/guides/ade/archival-memory/
archivalmemorylettadocs
https://docs.letta.com/guides/server/providers/vllm/
Deploy high-performance model serving with vLLM for Letta agents.
vllmlettadocs
https://docs.letta.com/tutorials/rag-simple
Build simple RAG applications with client-controlled retrieval and context injection.
simpleraglettadocs
https://docs.letta.com/guides/agents/archival-export/
Export archival memory data for backup, analysis, or migration to other systems.
exportingarchivalmemorieslettadocs
https://docs.letta.com/guides/server/providers/aws-bedrock/
Configure AWS Bedrock models including Claude and Titan for Letta agents.
aws bedrocklettadocs
https://docs.letta.com/guides/agents/base-tools/
Core memory management tools available to all Letta agents by default.
basetoolslettadocs