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297 posts · news.ycombinator.com

  1. The Shadows Lurking in the Equations – Underwater Islands

    The article introduces FuzzyGraph, a web tool that visualizes equations as error heatmaps (fuzzy/non‑binary mode) instead of the classic binary “exact‑equals” plots. By showing regions of high error (black‑hole shadows) and low error (underwater islands), the author argues that fuzzy graphs reveal mathematical features invisible to conventional graphing tools.

    Hacker News front pagegods.art4 minHN7013
  2. Saving Jet Fuel

    A step‑by‑step tutorial showing how to use the open‑source scikit‑decide framework together with the OpenAP aircraft performance model to compute fuel‑optimal flight trajectories. The post details the author’s high‑end workstation, installs Python 3.12, scikit‑decide, OpenAP, and DuckDB with several extensions, then explores OpenAP’s aircraft data (e.g., A380‑800 specs and drag polar) and demonst…

    Hacker News front pagemarksblogg.com26 minHN13876
  3. Lucasart's Afterlife

    This blog post revisits Lucasart's 1996 game "Afterlife," a unique SimCity-like game where players manage Heaven and Hell, offering strategies for new and returning players. It details specific game mechanics, zoning tactics, and common pitfalls to help optimize soul collection and progress.

    Hacker News front pagewordpress.com5 minHN10350
  4. Introducing System One Models and Jev

    TypeSafe AI announced its first “System One” model, Jev, a non‑text‑generating LLM that outputs type‑safe structured decisions with calibrated probabilities. It claims 40‑200× lower latency (70‑500 ms) and 100‑500× lower cost versus frontier LLMs, no hallucinations, and parallel sampling. The post includes a side‑by‑side demo, a custom “workflow” benchmark comparing Jev to GPT‑5.6/6 and other mod…

    Hacker News front pagetypesafe.ai9 minHN1824480lobste.rs26
  5. Learning to solve hard problems in RL for LLMs by never giving up

    The post introduces the *Matthew Effect* in RL‑fine‑tuning of LLMs—performance gains concentrate on tasks the model already solves— and proposes *Never Give Up* (NGU), an adaptive sampling scheme that uses a small k for easy prompts and retries hard prompts with a high‑probability “never give up” loop. Experiments on math (AIME, GSM8k), code (Manufactoria), and larger‑scale setups (DeepScaler) sh…

    Hacker News front pagegithub.io11 minHN1179
  6. Why I'm still bearish on LLMs after Navier-Stokes

    The author argues that despite headline successes (e.g., Navier‑Stokes proof, security exploits), current frontier LLMs still require heavy human oversight and rigorous specifications that are costly to produce. Reward‑hacking, narrow generalization, and the need for domain‑expert spec writing limit autonomous deployment to only a few niche domains (high‑failure‑cost work, tightly defined tasks,…

    Hacker News front pagedank.systems5 minHN487644lobste.rs49
  7. Grand MS-DOS Gaming General MIDI Showdown

    The author records 46 classic DOS game soundtracks on seven MIDI modules (Roland SC‑55, SC‑VA, Yamaha MU80, S‑YXG50, etc.), shares 322 lossless recordings plus REAPER project files, and documents a repeatable workflow for extracting MIDI from DOSBox, cleaning it, and rendering audio on hardware and software synths.

    Hacker News front pagejohnnovak.net27 minHN9520
  8. Show HN: Pizza Bot – An inbox for AI agents that work in the background

    Pizza Bot is an open‑source inbox for long‑running LLM‑based agents. It runs a stateful DeepAgents/LangGraph runtime behind an HTTP/SSE API server, with Electron, web, and CLI front‑ends. The tool supports multiple model providers (Bedrock, Anthropic, Gemini, OpenAI, OpenRouter, Ollama), checkpointed runs, human‑in‑the‑loop approvals, and a plugin/skill system. The repo includes a clear monorepo…

    Hacker News front pagegithub.com4 minreleaseHN5933