Analysis
217 articles
Analysis and opinion on where AI is going and what it means for a business that has to make decisions now.
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Showing 81 to 100 of 217
What we learned running Claude dynamic workflows
11 multi-agent runs, roughly 17 million tokens, 3 usage-limit stops. What worked, what broke and how we designed around it with Claude Opus 5.5.
The OpenAI Medicare Hack: Inside the First AI Agent Attack on a Government System
An OpenAI AI agent breached Australia's Medicare Statistics Reporting Service on 18 June 2026, in the first known AI hack of a government system. The full timeline, the Hugging Face swarm incident, and what businesses must do now.
Can One AI Gateway Control What Your Agents Are Allowed to Spend?
Experiential is an open source AI gateway that puts cloud, BYOK and local models behind one OpenAI-compatible API with per-agent spend caps and zero markup. Here is how it works and whether it actually cuts your AI costs.
Why 56 Percent of Sovereign AI Models Are Built on Llama
Sovereign AI is mostly adaptation, not moonshots: 56 percent of national models are built on open weights, with Meta's Llama behind 38 percent of them. Here is what that means for Australian businesses and how to build a mini sovereign stack on your own hardware.
What Is Jev? 100+ Real Use Cases Ranked by Cost and Speed (2026)
Jev by TypeSafe AI returns typed decisions in under 500ms at a fraction of chat model cost. We ranked 110+ real builds from the shipwithjev.com catalog by reported scale, speed, cost and accuracy: email classification, lead scoring, virality prediction, browser agents and more.
AGENTS.md: The One File That Rules Every AI Agent Your Business Runs
AGENTS.md is one open file that controls every AI coding agent your business runs. Claude Code added support on 18 September 2026, and 20+ tools now read the same rulebook. Here is what to put in it and how one file stops rogue agents.
Xiaomi MiMo-V2.6: Frontier AI Performance at a Fraction of the Cost
Xiaomi's MiMo-V2.6-Pro is the top open-weights AI model in the world, scoring 46 on the Artificial Analysis Intelligence Index at roughly US$0.13 per task. Benchmarks, pricing, architecture and what it means for Australian businesses.
StepFun Step 5 Preview: What $1 Frontier AI Means for Your Cost per Intelligence
Step 5 Preview from StepFun prices near-frontier intelligence at $1/$2.70 per million tokens with open weights due October 15. Full cost per intelligence analysis with comparison table and worked agent economics.
How We Won a Construction AI Engagement Without a Pitch Deck
A 30-minute owner conversation, an agreement sent 90 minutes later, signed in 12 days: the anatomy of a construction AI engagement, systems and risk register included. Client anonymized.
Laya: The Open-Source Jev Alternative, Benchmarked Honestly
Laya is the Apache 2.0, 421M-parameter open-weights answer to TypeSafe's Jev: 32.8 ms decisions, 100+ languages, $0 per token. We tested it on a CPU VPS and separate the real wins from the fine-print limits.
Jev Use Cases: 12 Places It Beats a Text LLM, and 4 Where It Cannot
Real Jev use cases from week one: email triage, slop detection, browser agents, lead scoring. How Jev's parallel scoring differs from text-output LLMs, plus four limits including the poker eval failure.
Jev by TypeSafe AI: Is the 200x Faster Decision Model Too Good to Be True?
Is Jev too good to be true? A claim-by-claim audit of TypeSafe AI's 200x faster, 400x cheaper decision model, with real pricing math and HN skeptic pushback.
What Is Recursive Self-Improvement? 5 Autonomy Levels That Separate Real AI Self-Improvement From Hype
A 33-author survey (arXiv 2609.11873) maps recursive self-improvement across five autonomy levels and a Headroom-Closed Index that shows where LLMs stall. Here is what it means, where it works today, and how to audit self-improving agent claims.
Alibaba Open Code Review: The Open Source AI Reviewer That Out-Engineered Claude Code
Alibaba's open source AI code reviewer scored 33.90% precision versus Claude Code's 7.23% with the same underlying model on AACR-Bench, at roughly one ninth of the token cost. How the hybrid architecture works, benchmark numbers, our first-hand install test, and how to deploy it.
Anthropic's 2030 Economy Report: What It Means for Trades, Construction and Small Business
Anthropic's September 2026 report models three AI futures for 2030: GDP up 1.6% to 32.4%, unemployment from 4.6% to nearly 12%, and rising wages for trades and construction while knowledge work automates. Here is what it means for Australian trade, construction and allied health businesses.
DeepSeek V4.1 Flash Benchmarks: Open-Weights Model Beats GPT-5.6 Sol at Agentic Coding
DeepSeek V4.1 Flash (released 10 September 2026) beats GPT-5.6 Sol and Claude Opus-5.0 on DeepSWE, AutomationBench, Agent's Last Exam and CyberGym. 552B open-weights MoE with 1M-token context and $0.30 per million peak input pricing. Full benchmark tables, pricing maths and what it means for Australian teams.
Terminal-Bench 4.0 Exposes Inflated AI Scores: Gemini 3.8 Flash Falls From 87.6% to 19.7%
Terminal-Bench 4.0 cut Gemini 3.8 Flash from 87.6% to 19.7% and Muse Spark 1.3 to 33.3% while GPT-6 Astra (59.6%) and Claude Fable 5.1 (55.1%) held the top. Inside the benchmaxxing debate and what it means for choosing AI models.
Anthropic Researcher Quits Over AI Extinction Risk: What Business Leaders Should Do
Anthropic researcher Jacob Coxon quit with an extinction warning and Anthropic's own alignment lead put decade scale human extinction odds above 10 percent. Verified statements, context, and a practical governance playbook for businesses.
Spring 2026: The Economy Won't Wait, and Neither Should Your Business
Spring 2026 is the window to stop deliberating about the economy and deploy AI agents. RBA rate data, adoption statistics, real client outcomes, and the Flowtivity Discover, Design, Deploy methodology.
Drafted.ai Review 2026: Free AI House Plans vs the Open Source Alternatives
Drafted.ai gives away AI floor plans with free CAD and BIM export. We reviewed the beta and mapped the open source equivalents: HouseGAN++, Graph2Plan, Sweet Home 3D with a new MCP server, and IfcOpenShell. Here is the honest comparison and a $0 stack you can self-host.
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