@Vectorizeio

Makers of Hindsight. Agent memory that lets your agents learn over time. https://nitter.cf/t.co/9U8TmRzNHf

Boulder, CO
Joined December 2023
Hindsight 0.10.1 is out. A new reranker that takes recall@1 from 0.800 to 0.950 while running 4x faster, plus a bank you can finally pick up and move: clone it, export it, rename it in place. Highlights below 🧵
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Knowledge Graphs vs. Vector Search for Agent Memory. Almost every "add memory to your agent" guide reaches for a vector database on the first line. A smaller, louder camp says the opposite: real memory is a knowledge graph, and embeddings are a toy. Both camps are half right, and the half they are missing is the half that breaks in production. The honest answer is that vector search and knowledge graphs solve different halves of the memory problem. If you pick one and ignore the other, you will pass the demo and fail the first hard question a real user asks. Here is where each one wins, where each one breaks, and why agent memory in particular needs both. Know more: linkedin.com/pulse/knowledge…
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most agent memory just retrieves, Hindsight reasons over what it knows this is the reflect() loop 👇
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Your Agent Can Now Manage Its Own Knowledge Base Over MCP. A Hindsight knowledge base is the readable, self-healing wiki sitting on top of your agent's memory: pages that distill what the agent knows into something a human can skim, and that rebuild themselves as the underlying memory changes. Until now there was an odd asymmetry. An agent could retain and recall over MCP all day, but to browse or maintain that wiki it had to drop down to a separate HTTP path. The memory was native; the knowledge base was a second integration. Hindsight 0.9.2 closes that gap. The knowledge base is now a native MCP surface: seven agent-facing operations registered as tools, on the same connection the agent already uses to remember. Know more: linkedin.com/pulse/your-agen…
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Jev is a good model for reranking especially to improve precision over recall, being able to discard irrelevant results without a heuristic score filtering we are still thinking other ways to include it in the platform and experimenting with it btw this release has a bunch of other features, check them out!
Hindsight 0.10.1 is out. A new reranker that takes recall@1 from 0.800 to 0.950 while running 4x faster, plus a bank you can finally pick up and move: clone it, export it, rename it in place. Highlights below 🧵
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Vectorize retweeted
I just had a look at @Vectorizeio Hindsight in MCP mode for augmenting your LLM's with memory and it looked pretty impressive. Also works for large teams wanting collective memory. github.com/vectorize-io/hind…
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🤖 Made with AI
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Vectorize retweeted
I really like Hindsight I genuinely feel since I've adopted this stack my model has become better and I don't feel like the need of repeating certain facts. This is what I'm using right now on a Pi4 w/ 4GBs RAM and 4 vCPU, a small brain always available anywhere I go. - Hindsight (Knowledge/Intelligence/Memory) - fastCRW (Context cleanup) - SearXNG (Reliable Web Search) - Graft (Project Knowledge Indexer) - rtk (tool calling compression/cleanup)
what happens when you recall/search memories in Hindsight?
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Vectorize retweeted
I gave my AI memory so I wouldn't have to repeat myself. Then babysitting its memory became another project. 8,455 records later, I moved from Honcho to Hindsight. I wrote up what broke, what I kept, and why saved isn't the same as remembered. praveenks.com/notes/from-hon…
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what happens when you recall/search memories in Hindsight?
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Cross-Encoder Reranking: The Last Stage of Agent Memory Recall. Retrieval is the part everyone talks about. Embeddings, BM25, graph traversal, time windows: pick your arms, fuse the rankings, ship it. But fusion doesn't tell you what's relevant. It tells you what several independent systems each thought was plausible, blended into one list. The stage that decides what your agent actually reads is the one that runs last, and it's the one that gets the least attention. This is a look inside that stage in Hindsight — the cross-encoder reranker. How it scores, why the secondary signals are multiplicative instead of additive, the subtle failure mode that turns a reranker into a date sort, and how to configure it so an unreachable model degrades instead of taking recall down with it. Know more: linkedin.com/pulse/cross-enc…
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Migrating agent memory carries the old system's duplicate conclusions with it. Worse: imported facts arrive marked as already consolidated, so your bank never rebuilds the beliefs itself. Bring the source material. Leave the conclusions.
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what happens when you retain/write a document in Hindsight?
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Great Coding Agents Don't Just Reason. They Remember. Our New Plugin Makes That Standard. Hindsight 0.9.0 ships two things we've been building in parallel for months: Knowledge Pages — living documents your memory bank writes and maintains about itself — and a unified coding-agents plugin that brings long-term project memory to ten coding agents — Claude Code, Codex CLI, Cursor CLI, opencode, GitHub Copilot CLI, Cline, Kilo, Grok Build, Antigravity, and Devin — with one command and zero configuration. Neither looks like what we set out to build. This post is the story of how we got here, because the detours are the product: a benchmark we had to invent, an architecture of ours it killed, and a wiki that learned to heal itself. Know more: lnkd.in/gU9YvzhY
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Two more that quietly save money: Automatic mental-model refreshes can run on their own cheaper model instead of the one your retains use. Memories and documents now filter by time on the server, so you stop pulling pages you were going to throw away.
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Plus faster retain on chunked documents, bank lists that don't crawl on big deployments, archive creation off the event loop, no more truncated Anthropic responses, and non-English content that keeps its own script. Full notes: hindsight.vectorize.io/blog/…
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