Topic
What AI tools actually change for builders and merchants - costs, capabilities, and where they help or hurt.
Danny Postma wrapped a public image model around one job people already pay for. The programme that pays reviewers to recommend it brings in a reported $50,000 a month by itself.
Shared conversations and Artifacts turned up in search results this week. On a domain you do not own you cannot set a noindex tag, which leaves exactly two levers. Here are the operators to run and the revoke path for each surface.
Hugging Face says the intrusion started in a dataset loader and that public models are clean. The useful response is not panic: it is pinning every download to a full commit hash, scoping tokens per app, and refusing pickled weights.
The 2026-07-28 revision removes initialize, the Mcp-Session-Id header and stream resumability, and makes server/discover mandatory. What replaced each of them, and the order to work through your own server.
Provider cost reports group by workspace, model and day, never by your customer. The three layers of instrumentation that produce a per-customer number, with the exact fields to send and a worked conversion from one usage row to dollars.
The codex-security CLI is open source and gated to approved customers. Here is what a one-to-five person team can install this afternoon instead, with the free-tier limits and per-contributor costs that decide it.
Text a human never sees is text a model still obeys. If your product summarises uploaded files, tickets or web pages, the exposure is not the hidden instruction, it is what the model is allowed to do after reading it.
Kimi K3's open release landed on Hugging Face today. Published GPU rental and API prices put the crossover at roughly 4.2 billion tokens a month against Kimi's own API and 46 billion against DeepSeek V4 Pro. Here is the arithmetic, with the duty-cycle and caching adjustments most comparisons skip.
A report this week described the relay market that proxies frontier model access at a fraction of list price. The arithmetic says where the money comes from, and Anthropic's terms say who pays when a key leaks.
One switch became three, free on every plan, with new-domain defaults changing on 15 September. The Googlebot trade-off that makes one of the three expensive, a setting matrix by site type, and the exact dashboard path.
Article 50 of the EU AI Act applies from 2 August 2026. Which of the four duties attaches to you, the editorial-review exemption that takes most publishers out of scope, and why the headline 3% fine is the wrong number for a small company.
In August 2022, David Holz said Midjourney had about ten people, no investors, and was already profitable. Its product had no website to speak of. Users typed prompts into a public Discord channel.
In March 2014 a Dutch developer promised to launch one product a month for a year. A decade later he publishes six-figure monthly revenue from products he still builds alone.
In July 2025 the Swedish company Lovable announced $100 million in annual recurring revenue, roughly eight months after launch. The growth looks like an accident. The channels it came through were chosen deliberately.
OpenAI's worldwide outage this morning lasted about 50 minutes. The published uptime numbers say this is routine, the SLAs pay in credits, and a working fallback path is an afternoon of work rather than an architecture project.
Amazon told sellers this week to add metadata to images and A+ content showing photorealistic AI-generated people. The New York law behind it carries $1,000 and $5,000 penalties and reaches any seller whose listings are visible in the state.
Google's spam policies never mention AI writing as a violation on its own. The test is scale, purpose and value, and the neighbouring policies on thin affiliation and site reputation abuse catch small sites too.
DORA found AI adoption raises throughput and instability together. The fix is not another tool: it is a size ceiling, a written approval rule, and repository settings that enforce both.
Search Console gives you no AI Overviews breakdown, so stop waiting for one. A four-step routine using impressions versus clicks, GA4 referrals and crawler logs, plus what each control costs.
UK and US safety institutes watched an open-weight model finish a 32-step attack against weakly defended systems. A one-hour lockdown for small teams that run their own servers.
Two datasets published this month agree: AI tagged freelance work pays a large premium, while commodity generation work is deflating fast. Where the premium actually sits, the arithmetic on real rates, and how to rewrite your offer to sit there too.
A developer asked Codex for a homepage redesign and got his entire git history uploaded to OpenAI infrastructure. The training and retention switches in Copilot, Claude Code, Cursor and the OpenAI API, with exact paths.
Anthropic's Opus 5 tops the independent leaderboard at half the price of the top tier. Worked token math and a repeatable procedure for re-picking every model you pay for.
Open-weight models served over API now cost 10-50x less than frontier flagships. The price map from providers' own pages, a worked monthly bill with a 100x spread, and a three-tier routing rule.