PlayAgit / Notes for builders
Build. Play. Explore.
A technology blog covering game development, AI, automation, and industry news — notes from what we actually build and run.
Latest from the workbench
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Counting Claude’s Failures: 52 Errors Across 594 Runs, and the Judge That Read Them Wrong
The basic description of the product — that Claude is a large language model and AI chatbot developed by Anthropic — comes from an encyclopedia entry and a survey listing of large language models, and remains uncorroborated against primary sources here.
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NVIDIA BioNeMo NIM in Claude Science: Agentic Protein Structure Prediction, and What 540 Claude Agent Runs Show About Reliability
NVIDIA published a developer blog post titled “Run NVIDIA BioNeMo NIM Microservices for Protein Structure Prediction in Claude Science”, and according to that post, the topic is running NVIDIA’s BioNeMo NIM microservices for protein structure prediction from within Claude Science (NVIDIA developer blog).
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GitHub Gradually Reopens Copilot Business and Enterprise Signups
GitHub is gradually reopening Copilot Business and Copilot Enterprise signups for customers paying by credit card or PayPal over the next couple of weeks.
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Three Agentic Security Systems, Three Model Stacks, and a Detector That Is Not a Language Model
Search for “adaptive agentic cybersecurity” and the results are not a product category.
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libGDX Targets Four Platforms – and Three of the Four Projects Built on It Ship Three
libGDX is a Java framework for Desktop, Android, HTML5 and iOS. The projects built on it – AGILE, jvic, sopistan, c2d-engine – do not all claim the same four.
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MBC Launches MBC Game Studio: Saudi Media Giant Enters Gaming with BioWare, Bungie, and Ubisoft Veterans
Reporting suggests that MBC, the Saudi Arabian media conglomerate, is moving into game development — but the specifics of that move remain, at this stage, thinly sourced.
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Two Hugging Face Inference Products, a 16 GB T4, and a Findings Entry That Belongs to Neither
Inference Endpoints is Hugging Face’s managed deployment product: a model from the Hub is selected, hardware is chosen, and the platform stands up a served endpoint behind an HTTPS address, including for large language models — described in Hugging Face’s own engineering blog post on deploying LLMs to Inference Endpoints (primary vendor source; the post…
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A December 2026 Chaotic Co-op Release Nobody Recorded: What the 2026 Calendar Actually Lists
The claim is narrow and easy to state: a chaotic co-op sandbox game called Dumpster Gang, with raccoons, announced for Xbox and PC with a December 2026 release window.
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This Week in Game Dev: DeepMind’s Game AI, Roblox Creator Tooling, Unreal 5.8, and the Fall Release Slate
A busy late-August news cycle spans research retrospectives, creator platform tooling, engine updates, and a crowded fall release slate.