Monday, March 02, 2026

118 articles from 16 sources · 27 curated entries

In Pantheon Dev, a COBOL verification engine was launched to ensure migrations are mathematically correct, and discussions revolved around when MCP is more suitable than CLI. AI & Machine Learning saw the introduction of a course on modern AI at CMU, R2IR & R2ID for image resampling, and City2Graph for GNNs on geospatial data. In Norwegian news, the country faced challenges related to weather, healthcare policies, and public opinion on oil exploration. The homelab community discussed memory issues with containers, community support, and setting up a NAS. Programming & Python explored new tools like ByteTok, an open-source SDK for Gemini, and roast-my-code for analyzing AI-generated code. Cybersecurity celebrated Digital Independence Day.

Pantheon Dev3

I built a COBOL verification engine — it proves migrations are mathematically correct r/Python

A developer created a tool named Aletheia that verifies the correctness of COBOL-to-Python migrations through deterministic methods, including ANTLR4 parsing, rule-based Python generation, and shadow diff comparisons.

When does MCP make sense vs CLI? Hacker News (Best)

MCP (Model Context Protocol) offers no real-world benefits compared to using CLIs for interacting with large language models (LLMs), as LLMs are adept at handling command-line interfaces and existing documentation effectively.

[P] easy-torch-tpu: Making it easy to train PyTorch-based models on Google TPUs r/MachineLearning

easy-torch-tpu is an open-source framework that simplifies training PyTorch-based models on Google TPUs with support for customizability, flexibility, and seamless integration with Hugging Face and Weights & Biases.

AI & Machine Learning4

10-202: Introduction to Modern AI (CMU) Hacker News (Best)

The course "Introduction to Modern AI" at CMU offers an overview of machine learning and large language models, teaching basics like supervised machine learning, neural networks, and LLMs, with a focus on implementing open-source LLMs from scratch.

[P] R2IR & R2ID: Resolution Invariant Image Resampler and Diffuser - Trained on 1:1 32x32 images, generalized to arbitrary aspect ratio and resolution, diffuses 4MP images at 4 steps per second. r/MachineLearning

R2IR & R2ID: Resolution Invariant Image Resampler and Diffuser - Trained on 1:1 32x32 images, generalized to arbitrary aspect ratio and resolution, diffuses 4MP images at 4 steps per second.

City2Graph: A Python library for Graph Neural Networks (GNNs) on geospatial data r/Python

City2Graph is a Python library for converting geospatial data into graph neural network (GNN) inputs, supporting various urban domains and compatible with popular spatial analysis tools.

Network Visualisation with a spreadsheet r/selfhosted

The article discusses using a spreadsheet for network visualization, highlighting its simplicity and effectiveness.

Norwegian News10

Kraftig meteor over Sør-Norge: – Ganske sprøtt VG

A massive meteor streaked across southern Norway and Sweden in a spectacular display, visible for 9 seconds as it burned up at an altitude of 58 kilometers.

Debatten bør flyttes fra karensdager til hvordan sykefravær styres Stavanger Aftenblad

Norge bør diskutere effektiv sykefraværspolitikk basert på struktur og arbeidsevne, ikke karensdager eller ubetalte dager.

Spørsmålet som splitter iranerne: – Usannsynlig TV2

Iranians are deeply divided as the country mourns the death of Supreme Leader Ayatollah Ali Khamenei and reacts to US and Israel's attacks.

Spår 100 dollar oljefatet: – Folk kan få mindre å rutte med TV2

Potential oil price spike to over $100 could lead to higher gas and electricity costs in Norway.

Ida Therese (36) tok grep etter å bli nektet hjemmekontor Nettavisen

Ida Therese, a 36-year-old mother, took drastic measures to achieve better work-life balance by quitting her job and starting her own business while seeking alternative working arrangements.

Ap og Frp nesten like store i fersk Oslo-måling Nettavisen

The Labour Party and Progress Party are nearly equal in size in a recent Oslo survey, with the Progress Party experiencing significant growth compared to the previous election.

Flere flyplasser stengt Dagbladet

A series of powerful explosions in Middle Eastern airports has led to widespread flight cancellations and disrupted global air travel.

Kalddusj om norsk strøm Nettavisen

Norway's potential for new hydropower production is significantly lower than previously thought, with estimates of around 20 TWh compared to current production of 140 TWh.

Overrasket av bildene: - Oppskrift på borgerkrig Dagbladet

Historian Mohammad Izadi expresses shock and disbelief over the images of thousands of mourners in Iran's streets, likening it to a typical "recipe for a war" following Ayatollah Khamenei's assassination during a meeting with his security advisers.

Jubler etter Khameneis død: - Veldig bra Dagbladet

Israeli civilians celebrate Khamenei's death while tensions remain high as Iran retaliates with missile strikes on Israel.

Homelab & Self-Hosting5

Been self-hosting everything for 2 years but my Docker containers are silently eating RAM overnight. Anyone else dealt with gradual memory bloat on long-running containers? r/homelab

Docker containers on a Debian system are experiencing gradual memory bloat over time, with no obvious culprit identified despite regular pruning and investigation into kernel memory management.

My homelab & a big thank you to this community r/selfhosted

A self-hosted homelab built with Talos, NixOS, Proxmox, and TrueNAS, shared by the creator as a thank you to the self-hosting community.

First homelab! Very excited!! r/homelab

A Reddit user shared their excitement about setting up and launching a homelab, a personal computer setup for home use.

Habitat - A Social Platform for Local Communities r/selfhosted

Habitat is a free, open-source social platform for local communities, enabling users to create location-based posts and connect with neighbors through a self-hosted solution.

Putting together a small NAS r/homelab

A user posted on r/homelab about building a small NAS using various parts and resources.

Programming & Python4

ByteTok: A fast BPE tokenizer with a clean Python API r/Python

ByteTok is a fast, lightweight BPE tokenizer in Rust with Python bindings, designed for NLP research and small-to-medium production pipelines.

I made an open source Python Mini SDK for Gemini that includes function calling, async support r/Python

A Turkish student created an open-source Python Mini SDK named Dracula for Google Gemini AI, featuring function calling, async support, and various other tools and utilities.

roast-my-code: static analyzer that catches AI-generated code patterns r/Python

"roast-my-code is a Python CLI tool that analyzes AI-generated code for common lazy patterns and scores repos based on AI Slop, Code Quality, and Style."

AI Made Writing Code Easier. It Made Being an Engineer Harder Hacker News (Best)

AI has made coding easier, but software engineers are facing increased complexity and workload due to unaddressed expectations and lack of training.

Cybersecurity1

Today is digital Independence day! r/selfhosted

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