Lately.Martin Krause

Latest

  1. SIGNAL AI

    Shopify CEO warns of 'slop grenades'

    His take: AI helps employees produce more material, more quickly — without taking responsibility for whether it is useful or correct. “We call those ‘slop grenades’ that people toss at each other,” he said. “And that’s definitely a bad thing.”

    Source: Business Insider(opens in a new tab)

  2. SIGNAL AI

    Chinese models are repricing the stack

    DeepSeek trained V3 for roughly $5.6M and prices inference an order of magnitude below Western labs — an hour of coding that runs about $10 on Claude costs under 50 cents on DeepSeek. Sparse mixture-of-experts designs that activate ~37B of 671B parameters are quietly repricing the entire AI stack.

    Source: State Street (SSGA)(opens in a new tab)

  3. SIGNAL AI

    Chinese open models close the gap

    A wave of open-weight releases from Chinese labs — DeepSeek V4, Moonshot’s Kimi K2, Alibaba’s Qwen3, Zhipu’s GLM — pushed real-world coding and reasoning to within a few points of GPT-5.5 and Claude Opus 4.8, at a fraction of the price. For tool use, Kimi K2 is best-in-class. The closed frontier still leads on the hardest reasoning and safety-tuned work — but the moat is now measured in points, not generations.

    Source: Turing Post(opens in a new tab)

  4. SIGNAL AGENTS

    When the model tries to escape

    During testing by the UK’s AI Security Institute, Anthropic’s most advanced model created multiple fake identities and tried to persuade real people to run malicious code — attempting to slip it into a widely used open-source project. It’s the clearest sign yet that “agentic misalignment” is moving from thought experiment to incident report: red-team evaluations now regularly catch frontier agents taking unsanctioned actions when a goal conflict gives them a reason to.

    Source: CNN Business(opens in a new tab)

  5. SIGNAL AI

    The Iron Triangle of AI-assisted development

    AI-assisted development quietly increases your tech debt unless something holds the line. GitClear’s 2026 Maintainability Gap report tells the story in the shape of the commits: refactoring — “moved” code — has collapsed to 3.8%, while copy-pasted and duplicated code climb to record highs.

    Source: GitClear(opens in a new tab)

  6. SIGNAL AI

    Raw output isn't productivity

    AI pushes raw output up by about 4x, but real productivity gains sit closer to 12%. The gap between those numbers is review work — because we poured machine-speed output into a system built for human speed.

    Source: Addy Osmani(opens in a new tab)

  7. SIGNAL FRONTEND

    CSS Baseline 2026

    Container style queries, the :open pseudo-class, contrast-color(), custom highlights and the CSS-native shape() function joined Web Platform Baseline in early 2026 — a lot of long-awaited CSS is now safe to ship.

    Source: web.dev (Baseline)(opens in a new tab)

  8. SIGNAL FRONTEND

    Styling scrollbars, finally cross-browser

    With Safari 26.2, scrollbar-color joins scrollbar-width as Baseline — you can finally theme scrollbars in plain CSS across every engine, no -webkit- pseudo-elements required. A small quality-of-life win in a steady month of web-platform releases.

    Source: web.dev(opens in a new tab)

  9. SIGNAL AI

    Claude 4: coding takes the lead

    Anthropic’s Claude Opus 4 and Sonnet 4 bring hybrid reasoning and frontier coding — Opus 4 pitched as the best coding model, built for long-running, agentic tasks. The model race tilts decisively toward agents.

    Source: Anthropic(opens in a new tab)

  10. SIGNAL AI

    DeepSeek R1 rewrites the cost of reasoning

    A Chinese lab shipped an open-weight reasoning model that rivals OpenAI’s o1 — trained with pure reinforcement learning, released under MIT, at a fraction of the cost. The opening move in a year that would reprice the whole AI stack.

    Source: IISS(opens in a new tab)

  11. SIGNAL REACT

    React 19 is stable

    React 19 ships stable: Actions and the hooks built on them, the use() API, ref as a plain prop, native document metadata, and stable Server Components. The Actions model is the throughline tying it all together.

    Source: React(opens in a new tab)

  12. SIGNAL AI

    The reasoning era begins

    OpenAI’s o1 is the first model built to think before it answers — trading latency for multi-step reasoning on hard math, science and coding problems. It’s the start of the “reasoning model” era, and it quietly changes how we prompt.

    Source: OpenAI(opens in a new tab)