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Dev.to

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10:45
2026-10-11
dev.to
artificial-intelligence

When AI Gets the Tickets Right but the Totals Wrong

A developer built Cross-View Conservation, a Kaggle benchmark that tests whether language models can keep two representations of the same answer consistent as workloads grow, using deterministically g…

10:08
2026-10-11
dev.to
ai-agents

Novelty Gate Sentinel— confidence is not novelty.

A developer built Sentinel, an autonomous code agent that watches a JavaScript codebase and separates confidence from novelty via a "Novelty Gate" that fingerprints each file's content, risk, role and…

09:35
2026-10-11
dev.to
artificial-intelligence

NatureSnap-AI

A developer built NatureSnap AI, an open-source outdoor exploration app powered by Google's open-weight Gemma 2 and PaliGemma models that identifies plants, insects, rocks and mushrooms from photos an…

09:33
2026-10-11
dev.to
computer-vision

Outdoor portrait generator: a quality and speed test

A developer built a small Pillow and OpenCV script for evaluating outdoor portrait generators, finding that whole-frame Laplacian variance misleads because blurred backgrounds dominate the image. On a…

09:14
2026-10-11
dev.to
generative-ai

Loot Goblin: Touch Grass, Find Loot 👹🌿

A developer built Loot Goblin, a web app that turns photos of real-world objects into AI-generated RPG loot with rarity, stats, lore, and a Goblin Coin value stored in a persistent Treasury. The proje…

08:39
2026-10-11
dev.to
ai-agents

I built a 17-agent AI swarm on my phone — here's how

A developer built a 17-agent AI swarm that runs entirely on a Pixel 7 smartphone, using llama-cpp-python and a quantized Phi-2 model to analyze long-form text and generate tailored social media posts …

08:38
2026-10-11
dev.to
large-language-models

Claude Haiku 5.5 Pricing: The Token Count Behind the Price Tag

A developer's cost analysis of Anthropic's Claude Haiku 5.5 finds the model's headline $0.10 per million input tokens and $0.50 per million output tokens deliver roughly an 8x saving over Haiku 4.5 on…

08:37
2026-10-11
dev.to
ai-research

To Retry or Not to Retry? That Is the Question.

A developer built a Kaggle Benchmarking Challenge submission that tests AI models on a single resilience question: whether an HTTP request should be retried after a failure. The benchmark probes wheth…

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