AI Insights & News

Insights for working smarter with AI

Practical AI news, automation tips, and real-world insights to help your business stay ahead.

Google's DiffusionGemma: The Model That Writes Entire Paragraphs at Once

Google's DiffusionGemma: The Model That Writes Entire Paragraphs at Once

Google just dropped DiffusionGemma, a 26B open model that generates text like an AI image generator, not a typewriter. 1000+ tokens per second, Apache 2.0 license, and it can actually solve Sudoku. Here's what it means for builders.

11 June 20265 min read
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We Ran DeepSWE at 1M Context vs 262K. The Results Surprised Us.

We Ran DeepSWE at 1M Context vs 262K. The Results Surprised Us.

Real-world A/B benchmark running DeepSWE tasks on DeepSeek V4 Flash at 1M vs 262K context. The 1M run was 3x faster but produced identical results. Here is what we learned about local LLM agent benchmarks.

11 June 202612 min read
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We Ran DeepSeek V4 Flash at 1M Context on Two NVIDIA DGX Sparks. Here is What Happened.

We Ran DeepSeek V4 Flash at 1M Context on Two NVIDIA DGX Sparks. Here is What Happened.

Real-world benchmarks running DeepSeek V4 Flash (284B MoE) across two NVIDIA DGX Sparks with tensor parallelism over 200Gbps RoCE. 41 tok/s at 1 million token context, 3x faster than single-node. Includes how to run your AI agent for free.

10 June 202612 min read
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We Ran DeepSWE on Local Models. Here's What Actually Happened.

We Ran DeepSWE on Local Models. Here's What Actually Happened.

We tested DeepSeek V4 Flash, AEON-27B, and Step 3.7 Flash against the DeepSWE benchmark on DGX Spark hardware. All three scored zero. The story behind that zero is what matters.

9 June 20267 min read
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The Week Open-Source AI Went Nuclear: 25+ Open-Weight Drops That Changed Everything

The Week Open-Source AI Went Nuclear: 25+ Open-Weight Drops That Changed Everything

25+ frontier open-weight AI models dropped in one week across every modality. The full breakdown of the most insane week in open-source AI history.

6 June 202619 min read
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AI for Childcare: How Australian Early Learning Centres Use AI in 2026

AI for Childcare: How Australian Early Learning Centres Use AI in 2026

How Australian childcare centres are using AI for observations, EYLF documentation, parent communication, and scheduling. Includes tool adoption data, privacy guidance, and implementation plans.

30 May 202618 min read
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AI for Construction: How Australian Builders Are Using AI in 2026

AI for Construction: How Australian Builders Are Using AI in 2026

How Australian construction companies are using AI for estimating, project management, drawings, safety, and more. Includes tool comparisons, pricing, and a 30-day adoption roadmap.

30 May 202618 min read
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AI Agents Deep Dive: What Australian Businesses Need to Know in 2026

AI Agents Deep Dive: What Australian Businesses Need to Know in 2026

A comprehensive guide to AI agents and agentic AI for Australian businesses. Covers the difference between AI agents and agentic AI, real examples, implementation frameworks, platforms, courses, and ROI data.

30 May 202621 min read
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Step 3.7 Flash Review: We Tested StepFun's 198B Model on a DGX Spark

Step 3.7 Flash Review: We Tested StepFun's 198B Model on a DGX Spark

StepFun released Step 3.7 Flash on May 29, 2026. We deployed it on our NVIDIA DGX Spark within 24 hours. 100% tool call success rate, SWE-Bench PRO 56.3, ClawEval 67.1 (first place). Here is our first-hand review with benchmark comparisons, local deployment guide, and DGX Spark performance data.

30 May 202615 min read
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