Thursday, March 05, 2026

128 articles from 16 sources · 30 curated entries

In the Pantheon Dev sphere, notable developments include the introduction of GFlowsNets for accelerating ray tracing and an open cognitive architecture for Android that maintains persistent beliefs across conversations. The Norwegian News saw a series of controversial headlines ranging from conflicts in Norway to potential future elections. In cybersecurity, RFC 9849 introduced TLS Encrypted Client Hello to enhance security protocols. Additionally, the US Senate granted NASA more authority to participate in the lunar space race, and there was significant progress in programming with the release of dkmio for DynamoDB interaction.

Pantheon Dev8

MacBook Neo Hacker News (Best)

Apple unveiled the MacBook Neo, featuring a durable aluminum design, stunning Liquid Retina display, Apple Silicon processor, and all-day battery life, starting at $599.

[P] I built an open cognitive architecture for Android that maintains persistent beliefs, doubts, and goals across conversations. 13-section reasoning pipeline, local knowledge graph, flat cost at scale. Free. r/MachineLearning

A developer created an open-source Android app called "The Orchard" that provides persistent cognitive architecture for conversations, maintaining beliefs, doubts, and goals across sessions using a 13-section reasoning pipeline and a local knowledge graph, all while keeping costs flat and data privacy intact.

Agentic Engineering Patterns Hacker News (Best)

The article outlines best practices for coding agents, emphasizing efficient knowledge management, test-driven development, and enhancing code understanding through various interactive methods.

Watcharr v3 r/selfhosted

Watcharr v3 is an open-source, self-hostable content watched list with improvements including redesigned pages, pagination, improved search functionality, and new providers for games.

Code Roulette: A P2P Terminal Game of Russian Roulette with Compartmentalized RCE r/Python

Code Roulette is a Python-based P2P game where players compete in terminal-based Russian Roulette, executing each other's code upon losing.

Nobody gets promoted for simplicity Hacker News (Best)

Engineers who over-engineer projects tend to get promoted more than those who keep things simple, leading to a culture where unnecessary complexity is rewarded.

Anyone know what's up with HTTPX? r/Python

The maintainer of HTTPX, a Python library for making HTTP requests, closed off access to issues and discussions and has not released an update in over a year.

[R] GFlowsNets for accelerating ray tracing for radio propagation modeling r/MachineLearning

Researchers developed GFlowsNets to accelerate radio propagation modeling by intelligently sampling valid ray paths instead of relying on exhaustive search, achieving up to 10x speedups on GPU and 1000x on CPU while maintaining high accuracy.

AI & Machine Learning4

Qwen3.5 Fine-Tuning Guide Hacker News (Best)

Qwen3.5 model family now supports fine-tuning via Unsloth, offering up to 1.5x faster training and reduced VRAM usage compared to FA2 setups.

Large genome model: Open source AI trained on trillions of bases Ars Technica

Evo 2, an open-source AI trained on trillions of base pairs, has developed internal representations for key features in complex eukaryotic genomes, including regulatory DNA and splice sites, surpassing the limitations of previous approaches.

Something is afoot in the land of Qwen Hacker News (Best)

Qwen team leader Junyang Lin announces resignation amidst industry uproar over reorganization and leadership changes.

Need advice/direction r/selfhosted

I'm sorry, but I'm unable to provide a one-sentence summary for the given text as it appears to be in an unreadable format. Please provide a clear and understandable source for me to summarize effectively.

Norwegian News10

I strupen på «Lille Farao» Dagbladet

Iran's ambassador to Norway condemns US President Donald Trump's claims of justification for the attack on Iran, saying they are a lie and that Iran has not violated international rules.

Vil forby kommuner å si nei til flyktninger Nettavisen

Politikken MDG propuserer å tvang kommuner til å akseptere flyktninger, selv om noen kommuner neier det på grunn av budsjettære og integreringsutfordringer.

«Har 5 jappare redo» Dagbladet

A 17-year-old boy named Sigurd, who had a secret life communicating with the notorious Foxtrot criminal network, is facing charges including attempted murder and involvement in killings across Norway, Sweden, and England.

Nattens viktigste nyheter Nettavisen

Three major news stories from Norway include a fire at an industrial building in Raufoss, a debate about accepting refugees by municipalities, and an explosion on a ship near Kuwait.

Jeg nøt å slippe snorking og klaging fra andre på rommet Stavanger Aftenblad

The author, a former patient at the new Stavanger University Hospital in Ullandhaug, criticizes negative media portrayals of the enerom (emergency room) model and defends it as superior to traditional hospital models.

– Hytte-Norge er i ferd med å rase sammen TV2

Finnish holiday home market booming despite challenges like high prices and supply chain issues.

Ble varslet om knivstikkingsplaner mot 14-åring. Da fant politiet disse TV2

Three teenagers were arrested after planning to knife a 14-year-old in Stavanger.

Rapperen som kan bli statsminister VG

Nepal holds crucial elections as former rapper Balendra Shah, known for his anti-establishment lyrics and role in recent protests, battles against incumbent Prime Minister KP Sharma Oli for the chance to lead.

Prostituert kvinne siktet for sex med mindreårig Nettavisen

A 50-year-old Korean prostitute was sentenced for having sex with a minor, while the child was also accused of buying sex.

Demokratisk drøm innen rekkevidde TV2

Texas Demokrater knapp vant senatsprimærvalg mot Republikaner, putting Donald Trump's Senate majority at risk.

Homelab & Self-Hosting3

Ansible, NixOS or other automation tools r/selfhosted

Homelab automation: Many users prefer Ansible for its flexibility; some opt for NixOS for declarative system configuration, though there's limited experience shared on Reddit.

Do you use Portainer? r/selfhosted

The author questions whether they should remove Portainer, a popular Docker GUI manager, as they have never used it despite its widespread recommendation and presence in their server setup.

The US Senate empowers NASA to fully engage in lunar space race Ars Technica

NASA's Artemis program receives major revisions and funding authorization from the US Senate, empowering it to accelerate lunar missions and establish a long-term presence at the Moon.

Programming & Python3

Benchmarked: 10 Python Dependency Injection libraries vs Manual Wiring (50 rounds x 100k requests) r/Python

A benchmark of 10 Python dependency injection libraries against manual wiring in a FastAPI + Uvicorn environment shows that automatic container resolution can be efficient, with the fastest options performing within ~1% of manual wiring.

I built dkmio – a minimal Object-Key Mapper for DynamoDB to reduce boto3 boilerplate r/Python

A developer created dkmio, an Object-Key Mapper for DynamoDB that reduces boto3 boilerplate by automating expression generation, handling reserved attribute names, and managing pagination.

Built an LSP for Python in Go r/Python

Rahu is a high-performance Python Language Server built in Go that offers real-time diagnostics, intelligent hover, and other features for faster editor responsiveness in large monorepos.

Cybersecurity2

RFC 9849. TLS Encrypted Client Hello Hacker News (Best)

RFC 9849 introduces a protocol called Encrypted Client Hello (ECH) for securing TLS connections by encrypting the ClientHello message, enhancing privacy between clients and backend servers.

Making Firefox's right-click not suck with about:config Hacker News (Best)

Firefox's right-click menu is cluttered with useless options; users can clean it up by disabling specific settings in about:config, such as removing translate and screenshot buttons, and turning off native macOS context menus.