... store unlimited context for AI, but without structure, your memories quickly become a messy pile of information that you have no idea how to work with. We've been there too. So, we've been heads-down building, and Memory

... this Reddit post today and it hit so close to home. I've had this exact conversation multiple times. AI Memory is a topic that people get instantly. There are many people who have open-sourced basic AI memory

... Shipped v1.10 yesterday. Redeploy only, no migration. The thing that was broken: ask your memory store for something specific, like a version string or an error code, and it'd come back with the wrong thing. Confidently . Dense search embeds those identifiers so close together it can't tell them apart. It's not a miss, it's a wrong answer that looks right. Hybrid recall fixes it. Keyword search runs alongside the vector query now, results get fused, exact ... ... identifiers actually come back. Two other things in this release. Memories

... OpenAI just made AI memory automatic. The problem? you can no longer fully audit what it remembers about you. Dreaming V3 (launched June 4) doesn't ask you to save memories

... Since our May 31 launch (v1.6), we shipped two major releases: v1.7 added OAuth 2.0 on the MCP endpoint and importance-score-aware smart merging, so high-value memories resist being collapsed by near-duplicates. v1.8 added semantic compression: a nightly cron job synthesizes entries with 10+ tags into net-new memory

... Node.js services hit the cgroup limit, the kernel reaps the process with SIGKILL, the dashboards spike, the pod restarts. We ve seen it before, and it s the first thing anyone reaches for. We looked, and container memory stayed comfortably below the limit on every restart we examined. The in-app memory

... Flow on Appsumo a few weeks ago, and turns out, managing AI context across tools is more nuanced than we thought. Thousands of people tried our product and one piece of feedback kept recurring: users needed more control over memory curation. The demand was clear, but our product had missing features. So we did what any startup team does: we course corrected and went to our cave to build out what users needed. Here's what we just shipped: Full ... ... memory

... independent signals hit the same week. On GitHub, supermemory.ai (memory engine for AI) grew from 23,241 to 23,807 stars, almost 3x its previous weekly pace. On Product Hunt, "Second Brain for AI" launched at 258 upvotes persistent memory

... Memory without version history is dangerous. Your preferences change. Your beliefs change. Your context changes. An AI that learned you in 2024 and never forgot anything isn't helpful: it's stuck in time. You went through a phase of obsessing over a framework you now think is wrong. The AI learned it. It still recommends it. You said you preferred async communication during a brutal sprint. That became a permanent personality trait in your AI's model ... ... None of these are bugs. They're what happens when memory

... Karpathy problem. That's everyone's problem. Some other people like Allie Miller built a "context vault," structured summary docs she feeds into Claude to avoid re-explaining herself every session. Teams are using Notion as a memory layer. Developers are writing custom scripts to sync context across tools. Some are setting up github wikis, while some are using Obsidian to set up local markdown files. All brilliant. All manual. All solving the same root failure: AI has no durable ... ... ChatGPT, or whatever ships next month, it starts from zero. There is no standard for "this is who I am" that travels with you. The burden of continuity falls entirely on the user. Some will point to Claude's memory

... Long chats break when the model forgets what you said ten turns ago. Oasis uses optional  structured session memory  (internal nickname  Railroad ) to help follow-ups stay coherent. Insight for other users:   Session memory

... same data pipeline . Passwords belong in the first bucket, not the second. Where imported passwords go When you import from another browser (Chrome, Safari, Edge, etc.), passwords don t go to our servers or into assistant memory. They go into  Firefox s Login Manager   the same encrypted vault Firefox has used for years. Concretely: What Where it lives Saved site logins On your device   Firefox Login Manager (logins.json + crypto keys in your profile) Browsing history ... ... bookmarks On your device   Firefox Places Assistant searchable memory

... Product Hunt! I m Elisa, co-founder and COO of Memoket and also a working mom of two boys. Before Memoket

... making long-running engineering tasks, multi-step workflows, and delegated agent work far more consistent. Tollecode is a local-first AI coding assistant built for real engineering work: File reads Shell commands Sub-agents Full control over execution New Memory Commands: /memory Show memory

... fintech startup and we've just raise $4m So we rebuilt our context system, to help Pretty Prompt give better results. (Best part, the user owns that context, and can use it across any LLM) Launching today Instructions vsMemory. Instructions Explicit rules that always apply. Examples: No em-dashes Keep answers under 512 characters Use bullet points

... Week on Product Hunt. It was a genuine surprise. We celebrated briefly and then got back to work. Because the win wasn't the point. The point was always the bigger vision: to build an open memory layer instead of restricted in one AI tool, we want to build an ecosystem where you decide where your knowledge lives and which AI model or tool gets to use it. What we validated and what we chose ... ... become. Here's what we built along the way. What we shipped Save context from anywhere.  You can now select any text on any webpage or inside any AI chat, right-click, and save it directly to your memory

... MbMc (multiband, 1 6 bands) and MbMcMsc (multiband + inter-plugin sidechain). All 4 share the same compression engine with 6 emulation types: Optical , VCA , FET , Tube , Bus and Digital . The feature I'm most proud of is the shared memory sidechain McMsc and MbMcMsc can route audio sidechain between plugin instances across tracks without any DAW routing cables, using lock-free ring buffers in shared memory

... another AI tool , but more like a layer across tools. The idea in practice: Instead of starting from zero every time, you can: Save context once reuse it across different AI tools Organize different projects into separate memory buckets Capture knowledge from webpages and bring it into AI instantly Use selected context when chatting, depending on the task Connect your memory

... Product Hunt! I'm Sourav, builder from India. Spent 6 years building AI products for others. Memoair is my first startup. The problem I kept hitting: AI has no memory

... Most spaced repetition apps are too complex. Learn why MemoRep's 30-second card rule and email reminders build better habits than feature-heavy apps like Anki or Quizlet. You want to remember what you learn. You've tried apps that promise to help, but they keep getting in the way. Let me guess: you opened Anki once. Saw dozens of options. Tags, decks, subdecks, burying intervals, custom scheduling, plugins, themes, synchronization, statistics, add-ons... and closed ... ... Quizlet. Found pre-made decks, spent hours organizing them, never actually reviewed. Here's the uncomfortable truth: most spaced repetition apps are designed by power users for power users. They've lost sight of the actual goal: remembering things. MemoRep

... live? Scattered across chat histories. Fragmented across different platforms. Sometimes contradictory, & mostly out of date. The problem is: ' . Throughout our 9 months of building, the pattern is always the same: raw memory without curation becomes noise. And noise produces worse AI outputs, not better ones. This is why we built . It's the place where your AI memory

... just launched MemoryBriefcase , a Chrome extension designed to help you stay organized without the clutter. What it does: One-Click Saving: Quickly bookmark any page or resource. Smart Organization: Categorize your links so you can actually find them later. Lightweight Performance: Built to stay out of your way until you need it. I d love to get your feedback on the UI and hear what features you d like to see next. Check it out here: MemoryBriefcase

... Every time you open a new AI chat, you start from zero. Who you are. What you're building. Your preferences. Your goals. Again. And again. And again. MemoryBriefcase fixes that. It gives every AI you use ChatGPT, Claude, Gemini, Cursor your full context instantly. No re-explaining. No copy-pasting. No repeated prompts. --- What it does - Stores your identity, work, goals, and projects in one structured place - Connects to all major AI tools - Automatically injects your context into every ... ... session Set it once every AI knows you. --- Why it matters AI tools are powerful but they forget everything. MemoryBriefcase

... OpenCut AI, and this one changes what hardware you need to run the full AI stack. The problem we had OpenCut AI runs everything locally -- LLM, transcription, voice cloning, image generation. That's great for privacy, but brutal on memory. Running the full stack needed 35+ GB RAM. Most of our users have 8-16 GB laptops, so they were stuck with tiny 1B models that gave mediocre scripts, slow commands, and limited context. What TurboQuant does TurboQuant implements ... ... algorithms from Google Research paper PolarQuant and QJL. That compress the KV cache (the biggest memory

... After about 14 months of building, I m launching Memory Stream by CMPSBL on Product Hunt on March 13. It s an AI infrastructure layer where you can discover, package, and export working software pipelines automatically. Inside the system there are around 1000 capabilities across 40 autonomous nodes, which creates a design space larger than a million times the stars in the observable universe . The Memory