... diff, test run, and stack trace turns into dead sediment competing for attention. A paper from June measured agents with safety policies: fresh in context = 0% violations. After auto-compaction summarized it away = 38% violations. Not disobedience, just amnesia. What actually works: Put anything that must stay true in a file the agent reloads every session ( AGENTS.md , CLAUDE.md , whatever your tool reads). Stuff you say in chat at turn 3 is one unlucky summarization away from gone. Files survive. Chat ... ... auto-truncation? Comment from Ella Reyes(@ella_reyes1): This actually explains a lot. I always thought the model was just being lazy. Comment from Sabber Ahamed(@sabber_ahamed): manually, every time. auto-compact is the thing that caused the amnesia

... most ironic problem in AI: Every morning, every one of my tools had forgotten me. My project, my decisions, my preferences gone. I was re-introducing myself to my own team daily. Imagine hiring a brilliant engineer with total amnesia. Now imagine hiring five of them. So I did the only logical thing: I used the AIs that kept forgetting me to build the thing that makes them remember. That's Atlaso one memory for every AI you use. Your ...

... questions from you about how the tech actually works under the hood. We've also noticed a massive, shared frustration in the comments: AI memory is currently broken. Right now, you re forced to deal with two extremes: AI Amnesia: It forgets your project context the second you open a new window or hit a token limit. The "Identity Lock": It takes a temporary, short-term preference you needed for one specific task and permanently locks it in as your ...

... have actually diverged in outcome in the ledger so far and if it's inferred, what's your cold-start before a single divergence has been observed? Comment from Alexander Bering(@alexanderbering): @aadilghani  The reason "edit vs. tell-it-to-revise vs

... goal streamline the application process for students, job seekers, researchers, and of course Founders. What we shipped for launch: Question Archive hundreds of programs catalogued across accelerators, grants, grad schools, and jobs. Every question scored by significance. Answer Bank VS-Code-style tree organized by theme. Write once, mark it draft , solid , or locked , reuse it everywhere with confidence tracking. Workstation paste any application you've already filled out and the system pulls the Q&A pairs straight into ... ... tell you who, not the client. The tired business owner. I was over chasing info from teams, drawn out projects, disconnected feedbacks, no way of seeing whom was working on each projects and how much is was costing vs

... Gehle, Psy.D. Licensed clinical psychologist. Spent ~15 years watching clients learn techniques in session that they couldn't recall when they actually needed them at 2 AM, mid-panic, mid-fight with a partner. I started calling it "crisis amnesia." It's not memory failure. Emotion at intensity blocks access to skills. Most of the digital answers feel like one of two things to me: 1. Generative chatbots that hallucinate clinical advice and build attachment to a product instead ... ... Psy.D., M.B.A.(@drgehle): @rianbrob Rian thanks for the read. There's a clean mechanism overlap: spaced retrieval is the same thing Strua leans on, just for skills instead of facts. The hard part's the same encoding-under-calm vs

... curve) to prune stale logs while keeping important architectural "chains" alive. The highlights: 100% Local: Built on DuckDB. -84% Token Waste: Naturally drops irrelevant context. Graph-Vector Hybrid: Keeps the core logic "sticky." If you ve ever fought "Agent Amnesia," I d love for you to check it out. Your Support today would mean a lot to me Launch: https://www.producthunt.com/prod... Comment from sachit mishra(@sachit_mishra1): Just a quick update for those who followed along yesterday. We finished ...

... introducing the Morpheus Protocol Manifesto. Full transparency: This is not a launched SaaS yet. This is a completed, independent architecture (SHINRA) audited and valued at $659,160 USD under IFRS standards. Current LLMs suffer from severe 'Context Amnesia' in complex workflows. Morpheus is designed to be the first true Session Intelligence OS a control plane that governs and persists memory across multiple agents. I am currently raising a $125k Seed Round to acquire the hardware/cloud infrastructure to bring this blueprint ...

... same! my SaaS Ptio has usage based pricing based on token usage plus a small margin to cover other transactional costs Comment from Umair(@umairnadeem): IMO the entire thread is overthinking this. the real question isn't SaaS vs usage-based, it's whether your users are getting enough value to pay at all. if they are, the pricing model is a rounding error. if they're not, no amount of creative billing saves you. fwiw i'm building ... ... customers on your website. Comment from Daniel Foster(@dpfoster): We recently introduced generative voice and video into our Camtasia bundled subscription plans while retaining a traditional SaaS pricing model. Why? Sticking with the SaaS model helps us differentiate from competitors

... into your AI's context window. Every. Single. Time. Monday: Copy paste entire spec into Claude Tuesday: Copy paste same spec into Cursor Wednesday: Copy paste into Copilot Thursday: Which spec was I working on again? Your AI has amnesia. Your tokens are gone. Your docs are in Notion. And somehow you're the bridge. That's not a workflow. That's a part-time job. So we fixed it. v1.0.3 . Context Sync now connects directly to Notion. No more ... ... paste Olympics. No more token-burning. No more "wait, did I update the Notion doc or just the code?" Here's the new workflow: You're in Notion. Your feature spec is there, looking gorgeous as always. You open VS

... Most AI assistants suffer from Contextual Amnesia . They don t understand your work ethic, they don t see your technical debt, and they can t tell when you re one bug away from burnout. They are passive tools in a world that demands proactive partners. Personalization Mode 1.0 for The Workshop . A dual-core intelligence system powered by Gemini 3.0 Flash for sub-100ms emotional analysis and Gemini 3.0 Pro for deep, 1-million-token strategic memory. How It Works ...

... next day] Cursor: "Should we use React Query?" Me: "Pretty sure we already discussed this..." The scattered todo problem: Tasks in Cursor chat Reminders in Claude conversations TODOs in code comments Issues in Linear Notes in Notion The architectural amnesia: Why did we choose that library? What was the reasoning behind that pattern? Who decided on this architecture? When did we make that trade-off? All of this knowledge... just evaporating . Context Sync: Building Toward 10x This ... ... today. We're building toward 10x better. And we're doing it by solving the fundamental problem: AI tools don't remember. Projects do. Where We Are Now (The Foundation): 1. Universal Platform Support Works with Claude Desktop, Cursor, VS

... Every AI coding tool today suffers from the same flaw amnesia. It forgets what you ve done, what you re building, and how you think. We built Dropstone to change that. Powered by our new D2 Engine , it learns, remembers, and evolves with your code. It doesn t just autocomplete; it understands. We re about to launch soon, and I d love to hear your thoughts: What frustrates you most about current AI coding tools? How do you imagine ...