Built a local RAG for Obsidian, Drive and Nextcloud, inspired by Cerebras.
Finding the right file wasn't enough. It needed exact evidence without exposing private data.
Evidence Recall@3: 0.952.
https://t.co/YWJ5oMgrcb
Testasin 5 paikallista coder-mallia RTX 4070 Ti Superilla. Qwen3-Coder voitti 152 tok/s nopeudella. Yksikään ei silti saanut sovellusta kerralla toimimaan.
Malli auttaa. Testit ratkaisevat.
https://t.co/jkeBjSTmJ6
AI-strategia ei ole valinta avoimen ja suljetun mallin välillä.
Suljettu tuo helppoutta. Avoin tuo kontrollia, muokattavuutta ja mahdollisuuden pitää data omassa ympäristössä.
Jensen Huang on tästä oikeassa:
https://t.co/ZsxTaMCfBR
For my first post, I’m sharing a letter @NVIDIA signed on why open models matter.
AI will transform every industry, power every company, and be built by every country.
Open models strengthen safety and cybersecurity, accelerate innovation and diffusion, and enable sovereignty.
The world needs both frontier closed models and frontier open models.
https://t.co/AUKzoQ5Ikb
AI säästää tapahtumajärjestäjän aikaa vasta, kun sillä tehdään tylsät toistot: tekstiversiot, seurantalinkit ja raporttipohjat. Huono tarjous ei muutu hyväksi promptilla. Ensin pitää tietää, miksi lippu ostetaan juuri nyt.
AI ei korjaa väärää prioriteettia. Tajusin sen, kun aloin unohtaa asioita ja päätin perua pitkälle rakennetun festivaalin.
Miksi kaikkea mahdollista ei kannata tehdä tai automatisoida:
https://t.co/GONM20tCPj
Tapahtuman mainos voi saada paljon tykkäyksiä ja silti myydä huonosti. Jos ostamisen seuraava askel ei ole heti selvä, sisältö viihdyttää mutta ei tee työtään. Näkyykö sinun postauksestasi, mistä lippu ostetaan?
Google just launched a 1-hour course on agentic engineering from scratch:
• 00:00 – How to deploy your first AI agent
• 22:10 – Build agent memory (short, persistent, long)
• 42:18 - Advanced AI agent design patterns
• 50:18 - How to build MCP (MCP vs. API)
• 01:10:40 - Agentic loops, long-running AI agents
This 1-hour video will replace 10 paid courses on agentic engineering.
Watch it today, then read how to build a self-improving agentic system in the article below.
As engineering, product, design, DS, etc. melt into a new kind of role, I was reflecting on what roles might look like in the future. For example, when I look at the Claude Code team I see what I think is five archetypes:
1. Prototyper: comes up with brand new ideas; churns out many ideas, most of which don't ship
2. Builder: quickly turns a prototype/idea into production-grade product/infra
3. Sweeper: cleans up the UI, simplifies the code and system, unships, optimizes performance
4. Grower: takes a product that has been built and iterates on it to improve Product-Market Fit
5. Maintainer: owns a mature system to make it secure, reliable, fast, and efficient as it scales
Many people span across 2 roles, and sometimes 3 roles. I also notice that these roles are not really tied to job function -- eg. across Anthropic, some designers match category 1, some 2, some 3; same for engineers, PM, DS.
A healthy team needs a mix of these, depending on the product:
- A product that is new and pre-PMF needs people that are strong at 1+2+3
- A product that is growing and has found PMF needs 2+3+4 and some 5
- A product that has strong PMF needs 3+4+5 and some 2
Maybe product roles of the future will look more like this, and less like the domain-specific roles of today?
@shub0414 I still think use @cursor_ai for dev work and run Hermes Agent with gpt5.5 and deepseek v4 pro. Llama and GitHub Copilot? No one use that garbage. Sora shut down
Path of Exile 2 players are calling foul on Elon Musk's high-level hardcore character after he streams his struggles with core game mechanics
https://t.co/pyzRlxzXuc
@stalker_thegame Why sell a game this broken? Why not delay? Another company to boycott. Its just sad this is the new norm in the industry… Was having high hopes and now just disappointed. Wish i could refund the game.