AI risk in 2026: evidence is more useful than panic
The risks are neither imaginary nor equally certain. A useful framework separates documented harms, plausible failures, and severe but uncertain scenarios.
Writing
Notes from a
curious mind.
New chips, AI, devices, and the risks around them. I look past the launch-day claims to understand what is actually changing.
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Googlebook is a bigger bet than a new laptop
Google has combined Android, ChromeOS foundations, Gemini, and premium hardware. The real contest is for continuity across the phone and the computer.
GPT-6 Astra: AI is becoming an operator
The important shift is not another benchmark lead. It is an AI system that can browse, use software, and carry work across longer chains of action.
The A20 Pro story is really about heat
Apple’s new 2-nanometre phone chip is impressive, but memory bandwidth, packaging, and sustained performance reveal where mobile computing is going.
iPhone Duo: the foldable test is software
Apple’s first foldable has striking hardware. Its lasting value will depend on continuity, multitasking, app design, and what happens after the novelty fades.
An AI tool labelled read-only still needs a permission boundary
MCP makes tools easier to connect. A reliable integration also needs enforced access, a clear action scope, and a record of what happened.
Caching a content site in Next.js 16: decide what can go stale
A practical way to separate published content, personal data, and the moment an edit needs to become visible.
NVIDIA Rubin: the chip has become the whole system
The next AI platform joins compute, networking, storage, and software at rack scale. That integration explains both its promise and its wider costs.
Start observability by following one request
Before adding another dashboard, connect a useful user journey to its traces, metrics, and logs. OpenTelemetry gives that work a common foundation.
A passkey rollout is also an account-recovery project
The sign-in button is only one part of the experience. Device changes, fallback methods, and support procedures need equal attention.
Pixel 11: an AI phone still has to prove the basics
Tensor G6 and proactive Gemini features push the phone towards personal assistance. Reliability, boundaries, and longevity will decide whether that feels useful.
Three PostgreSQL 18 changes worth testing on your own data
Skip scans, virtual generated columns, and UUIDv7 each solve a different problem. Here is how I would evaluate them without guessing at performance.
Python 3.14 concurrency: choose the workload before the executor
Free-threaded Python and isolated interpreters create more options. The first decision is still about what your program spends its time doing.
TypeScript 7: a faster compiler changes the feedback loop
The native compiler is here. The useful question is where it saves time in your project, and which tools still need a compatibility check.