Chips & Infrastructure

OpenAI brings GPT-5.6 to Kiro in a push for cheaper AI coding

The Stack

OpenAI brings GPT-5.6 to Kiro in a push for cheaper AI coding

OpenAI has been pushing price-performance harder than any headline about its models suggests, and tonight's update is the clearest signal yet. The GPT-5.6 family — Sol, Terra, and Luna — is now live in Kiro, OpenAI's software-development agent, in a partnership with AWS aimed squarely at cutting what AI-native coding costs. The GPT-5.6 family is now available in Kiro, OpenAI's AI coding agent, in a joint push with AWS to cut development costs.

Samsung puts HBM base dies on a logic node to reclaim bandwidth

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Samsung puts HBM base dies on a logic node to reclaim bandwidth

The memory stack feeding AI accelerators is getting a quiet overhaul. At Hot Chips 2026, Samsung laid out its plan to build High Bandwidth Memory base dies on a logic process node — a step change that frees up die area it wants to fill with memory controllers, sensors, and eventually compute. Samsung revealed it now fabricates its HBM4 and HBM4E base dies on a 4nm logic node, breaking with the long-running practice of building them on a DRAM process.

Taiwan's AI-server indictment exposes the gap in chip export controls

The Guardrails

Taiwan's AI-server indictment exposes the gap in chip export controls

Prosecutors in Keelung charged nine people — including an Nvidia employee and two Super Micro staff — with helping high-end AI servers reach China, in a scheme that leaned on forged paperwork and multi-stop transit. It is the cleanest public window yet into how the chip black market actually moves hardware, and it underscores that export controls only matter if the people holding the paperwork enforce them. What happened, and who's charged Taiwanese prosecutors on Monday indicted nine…

Taiwan indicts nine over AI servers allegedly smuggled to China

The Guardrails

Taiwan indicts nine over AI servers allegedly smuggled to China

Taiwan's export-control enforcement just got sharply personal. Prosecutors in Keelung indicted nine people — including employees of Nvidia and Super Micro — for allegedly helping high-end AI servers reach China despite US and Taiwan bans, in a case that confirms the black market around frontier chips is alive and well. Taiwanese prosecutors in the northern city of Keelung indicted nine people, including Nvidia and Super Micro employees, for allegedly colluding to illegally export AI servers to…

Ireland reconsiders its nuclear ban as data centres eat a quarter of the grid

The Guardrails

Ireland reconsiders its nuclear ban as data centres eat a quarter of the grid

Ireland is Europe's data-centre capital, and it's running out of cheap ways to power the AI boom. Lawmakers are now reopening a debate the country closed in 1999, when it banned nuclear power — a sign of how hard the AI buildout is bending national energy policy in the world's smaller grids. Ireland is reconsidering its 1999 ban on nuclear power, driven by data centres that now account for about a quarter of the country's electricity use.

Abbott says data centers 'dug their own grave' as GOP backlash builds

The Guardrails

Abbott says data centers 'dug their own grave' as GOP backlash builds

Texas Governor Greg Abbott delivered one of the starkest warnings yet from inside Donald Trump's own party to the AI industry: data center companies "dug their own grave" by moving into communities without winning them over first, and they deserve the backlash they are getting. Speaking on ABC's "This Week," Abbott said local support "is essential" — and that developers that skipped that step created their own political problem. The significance is who is saying it.

Figmimic turns any webpage into editable Figma layers

The Stack

Figmimic turns any webpage into editable Figma layers

The most useful design tool of the weekend is 15 lines of JavaScript. Figmimic, a bookmarklet from B12 engineer Andrew Musselman, copies any webpage you're looking at into Figma as fully editable frames — real nesting, real layers, not a flat screenshot — via a single click from the bookmarks bar. It hit the Hacker News front page on Friday and has been making the rounds among designers since. What makes it more than a novelty is reach.

Claude Code quietly turned 'high' effort into what 'low' used to be

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Claude Code quietly turned 'high' effort into what 'low' used to be

Anthropic's flagship coding tool appears to be running a silent experiment on the people who pay the most attention to it — and the only reason anyone knows is that one developer refused to believe his own setup was broken. Fable 5 sessions in Claude Code have been reading the "high" effort setting as roughly a 10 out of 100 since version 2.1.237 — numerically the same spot "low" used to occupy, according to developer @argofowl, who traced the behavior after an afternoon of debugging convinced…

MCP maps its next spec: agent identity, Tasks, unified HTTP transport

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MCP maps its next spec: agent identity, Tasks, unified HTTP transport

The Model Context Protocol just published a fresh roadmap, and almost every line of it assumes the thing calling your tools is an autonomous agent, not a person sitting at a keyboard. Here's what the next specification is betting on. MCP — the protocol that has become the default plumbing between AI models and external tools — laid out its next act on Friday, and it reads like a confession that the chat-era design no longer fits.