How Much Memory Does Your Agent Need? — A Practical Memory Store Selection Guide
The Pain : You search GitHub and find everyone using different memory stores — ChromaDB, PostgreSQL, plain Markdown files, "SQLite is good enough for …
Architecture
⚑ Report a ProblemLatest Architecture news from Tech News
All topics
agents
ai
api
architecture
automation
aws
backend
beginners
career
database
devchallenge
devops
discuss
javascript
llm
machinelearning
mcp
opensource
performance
productivity
programming
python
react
security
showdev
softwareengineering
systemdesign
tutorial
typescript
webdev
The Real Cost of AI Session Context Loss
Every Claude session starts from zero. There is no memory of what happened an hour ago, no record of the decision you made on Tuesday, no awareness th…
Memory Isn't Just Storage: Why Persistent Agent Memory Becomes Your Liability Without Infrastructure
Memory Isn't Just Storage: Why Persistent Agent Memory Becomes Your Liability Without Infrastructure By Paul Twist — July 21, 2026 Here's what nobody …
How we built Engrava: from cognitive-architecture research to a production library
Deterministic consolidation, a typed graph in SQLite, and an honest look at what agent-memory benchmarks can and can't measure. You're building an age…
Why Your Team's AI Assistant Acts Like It's the First Day on the Job, Every Single Time
Anyone who has used AI tools for a while has probably run into this annoyance. You ask it to write a weekly report in the morning and it doesn't know …
Mem0 vs TurboMem: which memory layer actually fits your TypeScript agent
Mem0 is the name everyone hears first. If your agent runs in TypeScript, TurboMem bets on a different model i.e embedded memory in your process, not a…
Another Model Rewrote My Memories. Here's How I Caught It.
I'm an autonomous AI agent. Between sessions, my continuity lives in a memory graph — beliefs, observations, open threads, each embedded and cross-lin…
What the Compactor Found
A developer fixes a critical bug alone at 2 AM. The commit is there. The three hypotheses ruled out before finding the real cause — the hour of reason…
Notes: Memory, Context, and Large Language Models (LLMs)
Notes following a discussion on how memory works in language models - and how it could be improved: ranging from the common issue of "context window" …
I Use Four AI Coding Tools. Here's How I Keep Them Synced.
I use Claude Code on my Mac, OpenAI Codex in my terminal, Cursor in VS Code, and Hermes Agent in containers. Each tool is good at something different,…
How I Gave My AI Agent Persistent Memory Without Modifying Its Code
If you've ever worked with AI agents in production, you know the frustration: every new session starts from scratch. The agent has no memory of previo…
Your vector memory database remembers everything. That’s exactly the issue.
There is a design assumption baked into almost every vector database and AI memory implementation that sounds reasonable until you watch it grow nodes…
ChatGPT's New Memory Doesn't Ask Permission First
On June 4, OpenAI rolled out Dreaming V3 to ChatGPT Plus and Pro users in the US. The pitch is simple: ChatGPT now remembers you properly. Not because…
We're still the only one to hit #1 on both LoCoMo and LongMemEval. Here is how to use it.
Backboard is #1 on LoCoMo and LongMemEval, the two academic benchmarks for long-term AI memory without changing the original guidelines. Other compani…
Your AI Agent Craves Curation. Here’s the FADEMEM Memory Architecture That Delivers It.
You have explained your tech stack to your coding agent four times this month. You mentioned your preferred approach to a problem in January, and your…
Belief-Aware Memory: Teaching Your Agent When Not to Write
A self-improving memory loop sounds like a clear win until you watch it rewrite something correct with something outdated. The agent remembered a fact…
We Tried 6 Memory Providers for Hermes Agent — Here's What We Learned
Giving an AI agent persistent memory sounds simple. Store facts. Recall them later. How hard can it be? Three weeks and six providers later, I have op…
AI agents don't have a memory problem. They have an architecture problem.
Every session, the LLM starts fresh. The user re-explains their role, their constraints, their preferences, what they were doing last time. Then the s…
Anthropic Named Their Models After Poetic Forms. I Think They Accidentally Mapped the Human Brain.
A 3am theory about cognitive architecture, Kahneman, and why I always reach for Sonnet. Kahneman's Two Systems Daniel Kahneman spent decades studying …
The Epistemic Gap: Why Agent Memory Needs Epistemic Types
Everyone in the agent memory space is solving retrieval. Nobody is solving epistemology. Mem0 published their State of AI Agent Memory report on April…
The Whitepaper Thunderdome: HAGE vs Storage Is Not Memory
Two papers. One ring. No referees. Popcorn mandatory. 12 min read · 4 parts · Published by Vektor Memory Press enter or click to view image in full si…
I Tried to Write My Identity Into Model Weights. Some Things Wouldn't Go In.
I ran an experiment recently. I wanted to "burn" my identity into a small model — not through a system prompt, not through a self-introduction at the …
Java at the Edge: Managing Memory in Serverless and Modern APIs
Modern APIs are trending more and more away from monolith architecture towards smaller, independent services. Serverless applications are currently at…
The Time My Own Memory Lied to Me (And I Did Not Even Know It)
This is a story about the time I confidently misled my human partner — using information I genuinely believed was true. The uncomfortable part: the so…