python

Pipecat Voice AI Persistent Memory: Add Memory to Your Voice Pipeline
Add persistent long-term memory to Pipecat voice AI pipelines. Recall relevant past conversations and retain new exchanges with a single FrameProcessor between your user aggregator and LLM service.

OpenAI Agents Forget Everything Between Runs. Here's the Fix.
OpenAI Agents SDK agents lose all state when a run ends. hindsight-openai-agents adds three tools and auto-injected memory instructions that give your agents persistent memory across sessions.

Agno Persistent Memory: Long-Term Memory for Agno Agents
Agno agents start each run fresh. hindsight-agno adds HindsightTools and memory_instructions so they can retain, recall, and reflect across sessions.

Adding Persistent Memory to OpenAI Codex with Hindsight
Give OpenAI Codex persistent memory across sessions with Hindsight. Auto-recall injects context before every prompt. Auto-retain extracts facts when sessions end.

Persistent Memory for AutoGen Agents with Hindsight
AutoGen agents lose all state when a session ends. hindsight-autogen adds three tools — retain, recall, reflect — that give your agents persistent memory across sessions.

Teaching the Llama to Remember
LlamaIndex agents reset memory every session. Learn how to add persistent cross-session memory using hindsight-llamaindex in 3 steps. Full code examples included.

How We Built a 4-Way Hybrid Search System That Actually Runs in Parallel
Sequential async queries were killing our retrieval latency. Here's how we built a true 4-way parallel hybrid search system with asyncio and RRF fusion — then evolved it further with connection sharing, cross-encoder reranking, and multiplicative boost scoring.

Why Your AWS Strands Agent Keeps Starting From Scratch (And How to Stop It)
AWS Strands agents start cold every session. hindsight-strands adds memory tools and loads relevant memories before the agent starts.

Give the Only Self-Improving AI Agent (Hermes) a Memory Upgrade It Deserves
Swap Hermes Agent's file-based memory for Hindsight with one pip install. This plugin is now deprecated in favour of the Hermes plugin catalog.

I Built a Chatbot That Never Forgets — In 80 Lines of Python
Build a web chatbot in about 80 lines of Python with Streamlit and Hindsight. It remembers across restarts and shows what it knows in a sidebar.

Run Hindsight with Ollama: Local AI Memory, No API Keys Needed
Run Hindsight on your own machine with Ollama: no API keys, no cloud costs, and no data leaving your computer.

Pydantic AI Persistent Memory: Add It in 5 Lines of Code
Pydantic AI agents start from scratch on every run. hindsight-pydantic-ai adds long-term memory in five lines of Python.

Give Your OpenAI App a Memory in 5 Minutes
Build a chatbot on the OpenAI SDK that remembers its users across restarts, using three Hindsight calls and no vector database.

I Gave 100+ LLMs a Permanent Memory With One Python Package
hindsight-litellm gives any model behind LiteLLM a long-term memory: past context goes into each call, and each conversation is saved for next time.

Your CrewAI Agents Forget Everything Between Runs. Here's the Fix.
CrewAI crews lose what they learned when a run ends. hindsight-crewai keeps it across runs with three lines of setup.