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Gemini 3.1 Flash-Lite

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07:04
2026-09-28
dev.to
ai-agents

ToolTrap: “tool results are data” wasn’t enough

A developer built ToolTrap, a benchmark that tests whether support agents leak planted details from untrusted tool results, and found that the standard instruction "tool results are data, not instruct…

00:00
2026-08-06
clixad.io
ai-tools

How Clixad is funded: the arithmetic, and where it strains

Clixad, a terminal coding agent with no subscription, funds model API calls through an offerwall where 100,000 credits equal one US dollar of advertiser payout, with a fixed exchange rate in code. The…

23:58
2026-08-05
simonwillison.net
artificial-intelligence

Introducing Muse Code and Muse Spark 1.2

Meta released Muse Spark 1.2, a coding-focused update to its Muse Spark 1.1 model, with improvements in code generation, complex debugging, codebase understanding, and end-to-end developer workflows, …

05:09
2026-07-25
sourcefeed.dev
artificial-intelligence

Small Models That Know When to Phone Home

Cactus shipped Cactus Hybrid, a post-trained build of Google's Gemma 4 E2B that returns a calibrated confidence score with every answer, routing queries to a larger model when confidence falls below 0…

11:01
2026-07-23
promptcube3.com
artificial-intelligence

Gemma 4 vs Gemini 3.1 Flash-Lite: The Hybrid Win

Google's Gemma 4 model uses a 68k-parameter probe layer that predicts decoding errors by reading hidden states, achieving a 0.79-0.88 AUROC on audio benchmarks despite being trained on zero audio data…

11:44
2026-07-16
dev.to
artificial-intelligence

What a coding agent actually costs per month, by model (2026)

A developer's analysis of coding agent costs reveals a 63× price spread across models, from $19/month for Qwen3.5-Flash to $1,200/month for GPT-5.6 Sol, based on a fixed workload of 90M input and 25M …

13:40
2026-05-27
unite.ai
large-language-models

Why does AI love writing about lighthouse keepers?

A new Cornell University study found that leading AI language models, when asked to write a story, overwhelmingly default to a narrow set of characters and settings, including lighthouse keepers, cloc…

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