((((sandro.net))))
Manuntençao para Pcs
terça-feira, 27 de janeiro de 2026
Show HN: A Local OS for LLMs. MIT License. Zero Hallucinations. (Not Crank) https://ift.tt/FdROxQs
Show HN: A Local OS for LLMs. MIT License. Zero Hallucinations. (Not Crank) The problem with LLMs isn't intelligence; it's amnesia and dishonesty. Hey HN, I’ve spent the last few months building Remember-Me, an open-source "Sovereign Brain" stack designed to run entirely offline on consumer hardware. The core thesis is simple: Don't rent your cognition. Most RAG (Retrieval Augmented Generation) implementations are just "grep for embeddings." They are messy, imprecise, and prone to hallucination. I wanted to solve the "Context integrity" problem at the architectural layer. The Tech Stack (How it works): QDMA (Quantum Dream Memory Architecture): instead of a flat vector DB, it uses a hierarchical projection engine. It separates "Hot" (Recall) from "Cold" (Storage) memory, allowing for effectively infinite context window management via compression. CSNP (Context Switching Neural Protocol) - The Hallucination Killer: This is the most important part. Every memory fragment is hashed into a Merkle Chain. When the LLM retrieves context, the system cryptographically verifies the retrieval against the immutable ledger. If the hash doesn't match the chain: The retrieval is rejected. Result: The AI visually cannot "make things up" about your past because it is mathematically constrained to the ledger. Local Inference: Built on top of llama.cpp server. It runs Llama-3 (or any GGUF) locally. No API keys. No data leaving your machine. Features: Zero-Dependency: Runs on Windows/Linux with just Python and a GPU (or CPU). Visual Interface: Includes a Streamlit-based "Cognitive Interface" to visualize memory states. Open Source: MIT License. This is an attempt to give "Agency" back to the user. I believe that if we want AGI, it needs to be owned by us, not rented via an API. Repository: https://ift.tt/yxYg6te I’d love to hear your feedback on the Merkle-verification approach. Does constraining the context window effectively solve the "trust" issue for you? It's fully working - Fully tested. If you tried to Git Clone before without luck - As this is not my first Show HN on this - Feel free to try again. To everyone who HATES AI slop; Greedy corporations and having their private data stuck on cloud servers. You're welcome. Cheers, Mohamad Authors note: Updated successfully. Framework 50 is active. For anyone passing by - yes this is a big deal. Eliminating AI hallucination is a 60 billion dollar market problem and I'm giving THAT + sovereign control of your DATA plus the capability to do high-end research via framework 50 (including advanced scientific research) for FREE - under an MIT license. If you don't take advantage of this - you are an idiot. If you do - welcome to the future. P.S: What do I get from lying? I got 36 stars on the repo - many from high-end senior engineers at fortune 500 companies. If you're too stupid to tell the real deal from a lie then keep it moving son. https://ift.tt/yxYg6te January 27, 2026 at 01:56AM
segunda-feira, 26 de janeiro de 2026
A desktop app that blocks work when you bite your nails https://ift.tt/ADeXoUK
A desktop app that blocks work when you bite your nails Saw this repo: https://ift.tt/X4rhiIC and wanted to share my solution to avoid nail biting :) https://ift.tt/QfBNd0O January 25, 2026 at 08:38PM
Show HN: WhyThere – Compare cities side-by-side to decide where to move https://ift.tt/CDU2Sx0
Show HN: WhyThere – Compare cities side-by-side to decide where to move https://whythere.life January 26, 2026 at 12:31AM
Show HN: (29x faster)Rapidvalidators - Python's validators lib rewritten in Rust https://ift.tt/ZWUbjvV
Show HN: (29x faster)Rapidvalidators - Python's validators lib rewritten in Rust https://ift.tt/G0ilPL3 January 26, 2026 at 12:54AM
domingo, 25 de janeiro de 2026
Show HN: EchoFluid – a video transcription without uploading full videos https://ift.tt/QNHtDUn
Show HN: EchoFluid – a video transcription without uploading full videos EchoFluid is a privacy-first video and audio transcription tool I built to solve a problem I personally ran into: most transcription services require uploading the entire video file, which is slow, bandwidth-heavy, and sometimes not acceptable for sensitive content. What’s different: - Videos are processed locally in the browser to extract audio before upload - Only the audio is sent for transcription, not the full video This results in: - Faster uploads - Much lower bandwidth usage - Support for much larger video files - Better privacy by default https://ift.tt/dYL8E7M January 25, 2026 at 01:09AM
Show HN: Snowfall Progress https://ift.tt/EIbP23B
Show HN: Snowfall Progress Client-side app that pulls NWS data to attempt to show progression when you're in the middle of a major snowfall event. https://ift.tt/Gx4q6Ah January 25, 2026 at 01:29AM
Show HN: React-meta-SEO – Rebuilding SEO for React 19 (3KB, no providers) https://ift.tt/hG91HPS
Show HN: React-meta-SEO – Rebuilding SEO for React 19 (3KB, no providers) I’m a computer engineering student at SPPU. While working on a project with React 19, I realized that the standard libraries we use for SEO (like React Helmet) are still doing things the "old" way. The Problem: Older libraries use a trick called "side effects" to change your page title and meta tags after the page has already loaded. This can cause the title to flicker or make the site feel a bit slower because the browser has to do extra work. The Solution: React 19 added a built-in feature that lets it move tags to the top of the page (the ) automatically. I built react-meta-seo to make this new feature easy to use for everyone. Why it’s simpler for developers: No "Provider" needed: You don't have to wrap your whole app in a special component. It just works wherever you drop it. Tiny size: It’s under 4KB. For comparison, legacy options are usually 15KB or more. No more broken Google data: It checks your Google Search data (JSON-LD) automatically to make sure it’s formatted correctly. Built-in Preview: I added a tool so you can see what your site will look like on Twitter or Facebook while you're still coding. Simple Sitemap Tool: It includes a command-line tool to make your sitemap.xml for you. I wanted to build something that used the new React 19 features to make SEO faster and easier to set up. I’d love to get some feedback on the code! GitHub: https://ift.tt/HMF1lWD https://ift.tt/J3T6Ng1 January 25, 2026 at 12:07AM
Assinar:
Comentários (Atom)
DJ Sandro
http://sandroxbox.listen2myradio.com