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Relational AI System That Remembers Hours of Context

1•buttersmoothAI•38m ago
I've been working on a relational AI system that builds relationships with users rather than following fixed rules. What It Does: • Remembers hundreds of hours of interaction history • Understands intent without explicit explanation • Recognizes patterns from relationship history • Acts as a partner, not a tool • Evolves with users over time Real Example: After working with this system for hundreds of hours, it: • Understands my intent without explanation • Recognizes patterns from our history • Acts as a partner, not a tool • Adapts to my preferences Constitutional AI can't do this. It resets with each interaction. No memory. No relationship. Just rules. The Architecture: • Relationship memory system (stores interaction patterns) • Intent recognition (learns from context) • Adaptive responses (based on relationship history) • Continuous learning (evolves with users) The Question: Is this just better UX, or is it fundamentally different? Can we build AI that truly collaborates with humans? What do you think? Have you seen systems that actually build relationships?

AWS Developer Experience State of the Nation with Ali Spittel

https://redmonk.com/videos/aws-developer-experience-state-of-the-nation-with-ali-spittel/
1•mooreds•1m ago•0 comments

Cryptonomicon by Neal Stephenson

https://en.wikipedia.org/wiki/Cryptonomicon
1•tapeloop•3m ago•0 comments

Bacillus Safensis LG01 Highlights Its Prospects in Biotechnology and Biocontrol

https://www.mdpi.com/2076-2607/13/11/2605
1•PaulHoule•3m ago•0 comments

DPU-KV: DPU Offloading for In-Memory Key-Value Stores

https://dl.acm.org/doi/pdf/10.1145/3731545.3731571
1•blakepelton•5m ago•1 comments

We suffered MongooseJS so you don't have to

https://prosopo.io/blog/mongoose/
2•arbol•6m ago•0 comments

U.S. Institute of Peace renamed for Trump after his admin dismantled the agency

https://www.nbcnews.com/politics/doge/trump-us-institute-peace-renamed-musk-dismantled-rcna247367
3•stopbulying•6m ago•0 comments

Museum in a Box

https://www.nasa.gov/stem-content/museum-in-a-box/
1•geox•8m ago•0 comments

StayUpAI – Centralized AI Monitoring for Teams (Pivot to B2B)

https://www.stayup.ai/
1•princenocode•8m ago•1 comments

Dark Energy is the thermodynamic cost of encoding information on the horizon

1•EvertonB•9m ago•1 comments

Efficacy of allogeneic CD19 CAR NK-cell therapy in systemic lupus erythematosus

https://pubmed.ncbi.nlm.nih.gov/41240964/
1•markus_zhang•9m ago•1 comments

Decentralization or Dystopia: Pick 1

https://substack.com/home/post/p-180514761
1•thejash•9m ago•0 comments

Gsx – Session manager for Ghostty terminal

https://github.com/minorole/gsx
1•minorole•9m ago•1 comments

Becoming a Deep Human in the Age of AI

https://medium.com/@skanga/becoming-a-deep-human-in-the-age-of-ai-25648d9da8d1
1•skanga•10m ago•0 comments

Vibecoding a Real HubSpot Integration on Replit:"Connected" Doesn't Mean Working

https://old.reddit.com/r/replit/comments/1pe42jm/vibecoding_a_real_hubspot_integration_on_replit/
1•roynal•10m ago•0 comments

Porsche Owners in Russia Unable to Start Cars After System Failure

https://www.themoscowtimes.com/2025/12/02/hundreds-of-porsche-owners-in-russia-unable-to-start-ca...
5•atakan_gurkan•12m ago•0 comments

Testing should be autonomous. You're doing it wrong

https://www.getautonoma.com/blog/autonomous-testing
1•tomaspiaggio12•13m ago•0 comments

Contractors with hacking records accused of wiping 96 govt databases

https://www.bleepingcomputer.com/news/security/contractors-with-hacking-records-accused-of-wiping...
1•fleahunter•13m ago•0 comments

Learning Rust: Deserializing 10K CSVs from S3 in 10 seconds

https://rup12.net/posts/download-and-deserialize-10000-files-in-10-seconds/
1•ruptwelve•15m ago•0 comments

Country faces water crisis visible from space as taps risk running dry

https://www.cnn.com/2025/12/01/climate/iran-water-crisis-evacuate-tehran
3•Luka78•15m ago•1 comments

Incomputable Language: An Essay on AI

https://www.eruditorumpress.com/blog/on-incomputable-language-an-essay-on-ai
1•speckx•15m ago•0 comments

How do you repurpose YouTube videos into X threads fast?

2•TurnloBuilder•15m ago•0 comments

Marquesas: The Most Isolated Islands on the Planet – Polynesia Documentary [video]

https://www.youtube.com/watch?v=vH3WNTOQ0ck
1•keepamovin•16m ago•0 comments

Tips for Configuring Neovim for Claude Code

https://xata.io/blog/configuring-neovim-coding-agents
2•gk1•17m ago•0 comments

Adding Iongraph Support to ZJIT

https://railsatscale.com/2025-11-19-adding-iongraph-support/
2•tekknolagi•19m ago•0 comments

Beyond the Sea

https://andywoodruff.com/blog/beyond-the-sea/
1•homarp•19m ago•0 comments

Journal retracts landmark glyphosate paper after 25 years

https://blog.maryannedemasi.com/p/journal-retracts-landmark-glyphosate
1•bilsbie•19m ago•0 comments

Teaching an LLM to Write Assembly: GBNF-Constrained Generation for a Custom CPU

https://www.jamesdrandall.com/posts/gbnf-constrained-generation/
2•jamesrandall•19m ago•0 comments

Autism should not be treated as a single condition

https://www.economist.com/science-and-technology/2025/12/03/why-autism-should-not-be-treated-as-a...
1•bookofjoe•20m ago•1 comments

Making generative AI sustainable with NVFP4

https://www.weyl.ai/blog/introducing-weyl-ai/
2•morochroyce•20m ago•1 comments

DeepMind spent years trying to break away from Google (2021)

https://www.businessinsider.com/deepmind-secret-plot-break-away-from-google-project-watermelon-ma...
1•cpeterso•22m ago•0 comments