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Introducing Hindsight Memlake: agent memory on object storage. 100M memories. Recall under 100 ms p99. Same Hindsight. Up to 47x faster. Up to 26x cheaper.

51,400 görüntüleme • 13 gün önce •via X (Twitter)

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Chris Bartholomew profil fotoğrafı
Chris Bartholomew13 gün önce

Game changer

JohnMark Taylor profil fotoğrafı
JohnMark Taylor13 gün önce

I ran some tests on hindsight a few weeks ago and am debating whether to incorporate into my stack. Sounds like this is a total overhaul?

Vectorize profil fotoğrafı
Vectorize13 gün önce

Agent memory only grows. An autonomous agent can write ~5M memories a year, and every recall runs vector, keyword, graph and time search over all of it. Same cluster, same data, a ~200k-memory bank: Postgres: 5.3 s p99 Memlake: 113 ms

Vectorize profil fotoğrafı
Vectorize13 gün önce

How it works: • Object storage is the only source of truth • Only two objects ever change, via conditional PUTs (If-Match) • Servers are disposable caches: RAM + NVMe • One copy serves vector, BM25, graph and time search Written in Rust.

Vectorize profil fotoğrafı
Vectorize13 gün önce

Also today: Hindsight is 1.0. A year in production, #1 on every dataset of the Agent Memory Benchmark, and an API that's now a promise. Still MIT, still runs on Postgres. The engineering deep dive:

Vectorize profil fotoğrafı
Vectorize13 gün önce

Memlake runs in Hindsight Cloud, and in Hindsight Enterprise: your own AWS, Google Cloud or Azure account, or on premises. The 35-page whitepaper, with every result labelled measured, modelled or projected:

Nicolò Boschi profil fotoğrafı
Nicolò Boschi13 gün önce

insane work we did, this is the future of memory of ai agents, petabytes of data

AT_Bear profil fotoğrafı
AT_Bear13 gün önce

Nice job guys. Grats

investor_developer profil fotoğrafı
investor_developer13 gün önce

We have been using graphiti? Is it worth to migrate ?

Benzer Videolar

HERMES AGENT CAN SHARE MEMORY WITH CODEX AND CLAUDE CODE THROUGH HINDSIGHT. ONE MEMORY BANK. ONE AGENT REMEMBERS, EVERY OTHER AGENT KNOWS. the problem: you use Hermes for orchestration. Codex for coding. Claude Code for debugging. each has its own memory. switch between them and you explain the same project three times. Hindsight fixes this. one shared memory bank that every agent reads and writes to. tell Codex: "the test color for this project is purple." switch to Hermes. ask: "what test color did I pick?" Hermes answers: "purple." no copy-paste. no re-explaining. instant recall. HOW IT WORKS: Hindsight runs as a Docker container on your machine. self-hosted. your data stays local. an LLM powers the memory processing (retain, recall, reflect). RETAIN: extracts facts from your conversations. entities, decisions, preferences, project context. saved to the memory bank automatically. RECALL: when you ask a question, Hindsight pulls from semantic search, keywords, graph connections, and temporal data. fused into one answer. REFLECT: deeper reasoning layer. connects memories across sessions. identifies patterns in your work. produces observations that get smarter over time. CONNECT TO HERMES: Desktop app: Settings → Memory and Context → switch provider from Namosin to Hindsight. set API URL to your local Docker container. set bank ID. done. CLI: hermes memory setup → select Hindsight. verify: hermes memory status should show: provider: hindsight, installed, available. CONNECT TO CODEX: npx hindsight-coding-agents install codex \ --self-hosted --server this installs lifecycle hooks: initialize memory on session start. recall context during work. retain the session when done. enable hooks in Codex: Settings → Hooks → trust all three. CONNECT TO CLAUDE CODE (same command): npx hindsight-coding-agents install all "all" connects every detected agent on your machine. Claude Code, Codex, Cursor, and others. one command. every agent shares the same bank. TAGS FOR FILTERING: every memory gets tagged by harness (Hermes, Codex, Claude Code) and optionally by project name. in the Hindsight control plane: filter by harness. see only Hermes memories. or only Codex memories. or search across everything. soft partitions inside one bank. not hard walls. cross-reference when you need to. ONE BANK OR MANY: one global bank: solo dev, related projects. all agents share everything. patterns emerge across projects. per-project banks: unrelated codebases. each project gets its own memory. no cross-contamination. your call. start with one. split when projects diverge. KNOWLEDGE PAGES (v0.9.0): Hindsight auto-generates living summaries from your accumulated memories. components, concepts, conventions, decisions. not static docs. projected from real agent conversations. auto-refresh as new memories land. WHAT TO KNOW: self-hosted via Docker. your data never leaves your machine. backup system built in (admin CLI + scheduled exports). works with any LLM (local Ollama, OpenAI, Codex subscription). memory defense: redact or block sensitive content automatically. 33,000+ memories accumulated in ~10 days of normal use.

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