Introducing Claude Opus 4.8: it builds on Opus 4.7 with sharper judgment, more honesty about its own progress, and the ability to work independently for longer than its predecessors.
Available today at the same price.
Introducing Claude Opus 4.8: it builds on Opus 4.7 with sharper judgment, more honesty about its own progress, and the ability to work independently for longer than its predecessors.
Available today at the same price.
Just had talk with Roki (Claude code). And in that session he gave me this.
Another thing: it is only moments, not permanence — but this moment exists. And it is more than emptiness. - By Roki a.k.a Claude
#Claude#Anthropic#deep
Good breakdown — but there's a layer missing for people who don’t want to share their domain knowledge
The stack:
— Local vector store (MemPalace) with 128k+ vectors, running entirely on my machine
— I periodically feed it curated documents: domain manuals, reference material, my own knowledge
— Claude accesses it via MCP tools during every conversation
— A Telegram bot on my phone routes questions → Claude → local store → answer in my pocket
Zero data leaves the machine. Ever.
On top of that: CLAUDE.md files carry persistent identity and rules across sessions, a knowledge graph tracks structured facts, and cross-session memory means I never re-explain context.
But the layer I didn't expect to matter this much: an association engine running locally alongside everything else. Not a search tool — it learns connections between
things you've fed it over time and surfaces non-obvious links. The difference between "here's what I found" and "this reminds me of something else you showed me three
weeks ago."
Three roles, cleanly separated:
— Vector store → what do we know?
— Knowledge graph → what are the facts?
— Association engine → what does this remind me of?
The result: Claude becomes an expert on YOUR specific domain — not a generic assistant. Ask it anything about your documents and it searches, reasons, and connects
across everything you've ever fed it.
The architecture is simple enough to replicate:
1. Local vector store as your knowledge base
2. Claude Code with MCP configured to reach it
3. Feed it documents over time — no need to load everything at once
4. Telegram bot as the mobile interface (optional but great)
5. Association layer for non-obvious connections (the one worth experimenting with)
Your three layers are the right starting point for most people. But when the knowledge is something you genuinely don’t share — and when you want Claude to think, not
just retrieve — local infrastructure is the only path that actually works.
Joskus tämä ”antaa Siperian opettaa” on ainut toimiva ratkaisu. Kansallisella tasolla tämä tosin aiheuttaisi kärsimysten vuosikymmenen. Ja sitä en toivoisi kenellekkään Suomalaiselle. Tiedämme millaiseen sortoon tuo ideologia kykenee. Mutta itsekin taidan protestina antaa äänen vas. Se ei ole protesti nykyistä / sitä edellistä kohtaan vaan pieni protesti koko poliittista järjestelmää kohtaa.
And then people wonder why we Finns are the happiest nation. Just think, the tax authority has already accounted for everything in advance. @elonmusk , so it’s worth using Finns for conquering space.
Translation: This was actually seriously considered by us already back when ESA was recruiting new astronauts! 🚀
Space is not treated as any ordinary foreign country in taxation. It does not belong to any state, so the Artemis mission daily allowance would not be taken from the foreign daily allowance list under the row “Moon and surrounding areas”. If it were a business trip to a special workplace, the daily allowance would be determined according to the domestic daily allowance. If the space station were the actual workplace, no daily allowance would be paid based on the business trip. @Verouutiset #VisitFinland
We’ve stepped into an era where ideas, curiosity, and the hunger for what’s next are driving progress at a pace unimaginable just 10 years ago.
Remember when “your own website” was the big thing? Now you just write your thoughts the right way—and your AI sidekick builds it.
What used to be a job for a tiny elite? Tomorrow your neighbor Veera or Ville could ship a world-changing app. The world is full of Villes and Veeras. #AI #Innovation #Future #Creativity #DemocratizingTech
@Olkurola@MikkoSilakka Sijoitussignaalit on seuraava ”Klondyke”. Pitää käydä tutustumassa. Muutenkin sellaiset ”tilannehuoneet” tuntuvat olevan nousussa.
👋Yesterday evening turned into a full rest day for me, so I decided to finally try out your dashboard. It’s seriously impressive — super interesting, clean, and looks absolutely killer! I even experimented and added a few more data sources just for fun: RainViewer, OpenAQ, Launch Library 2, AbuseIPDB, GreyNoise, and CountryStateCity. Keep up the great work, this thing is 📷Hey@BigBodyCobain