Tinker AI
Read reviews

#opinion

52 items tagged #opinion.

BLOG 2026-05-27

The opt-in that quietly disappeared

Claude Code 2.1.152 brings /simplify back as an alias. The release I was reading for the rename diff turned out to ship a different change in the same release — and the quiet one is the directional signal worth tracking, not the loud one.

BLOG 2026-05-27

The org chart picks your model

GitHub's per-organization targeted model rules layer between the enterprise base model and the developer. The model picker moved one tier closer to the developer this week. It did not move to the developer.

Owner · 6 min #opinion #copilot
BLOG 2026-05-27

Your MCP tools are running in parallel now

Codex CLI 0.134.0 runs MCP tools marked readOnlyHint concurrently by default. The change is small. The pattern it completes — three vendors flipping defaults toward more-automatic-less-consent in the same week — is the news.

Owner · 6 min #opinion #codex
BLOG 2026-05-25

AI found the bugs faster than we can patch them

Project Glasswing's first month surfaced more than ten thousand high- or critical-severity vulnerabilities. The framing was that AI just closed the security gap. The data, read carefully, is that AI just opened a different one.

Owner · 6 min #opinion #security
BLOG 2026-05-25

From fix to report

Claude Code 2.1.147 removed /simplify and replaced it with /code-review. The verb that left the product was fix. The verb that took its place was report. The most recently removed action in Claude Code is the one the whole product was sold to do.

BLOG 2026-05-25

The bill finally itemized

Claude Code 2.1.149 splits /usage into skills, subagents, plugins, and per-MCP-server cost. It's a real improvement — and also a concession. The single-number bill outgrew itself, and the receipt now has four columns because the bundle could no longer be sold as one purchase.

BLOG 2026-05-22

The agent that runs while you sleep

Antigravity 2.0 schedules agents to run in the background, and Anthropic's Routines have done it since April. The supervision model we built for AI coding assumed someone was watching each run. Scheduled agents quietly remove the watcher.

Owner · 6 min #opinion #agents
BLOG 2026-05-22

The Flash that got expensive

Gemini 3.5 Flash is three times the price of the Flash it replaces, and Google is putting it inside every free product it ships. 'Flash' used to mean cheap. Now it just means fast, and the per-call cost is the part nobody is reading.

Owner · 6 min #opinion #gemini
BLOG 2026-05-22

You didn't pick this model

On May 17, GitHub made GPT-5.3-Codex the base model for every Copilot Business and Enterprise org. Most developers on those plans didn't choose it and may not be able to change it. The model writing your code is becoming a platform decision.

Owner · 6 min #opinion #copilot
BLOG 2026-05-20

Parallel agents and the per-developer meter

Cursor 3.5 lets one developer run agents across several repositories at once, and Composer 2.5 makes each call cheaper. Both move the same number in the same direction: how many tokens one person burns in a day.

Owner · 6 min #opinion #agents
BLOG 2026-05-20

The 51% number and what "assisted" hides

GitHub reports that around 51% of code committed in early 2026 was AI-generated or assisted. It is the same kind of number as Airbnb's 60%, and it hides the same things — starting with what the word assisted is doing.

Owner · 6 min #opinion #metrics
BLOG 2026-05-20

Your agent config is leaking secrets

GitGuardian found 24,008 secrets sitting in MCP configuration files on public GitHub, 2,117 of them live. The number was published in March. It took this week's CVE wave for me to actually go read it.

Owner · 6 min #opinion #security
BLOG 2026-05-19

Supervision from your pocket

OpenAI just made approving an agent's work something you can do from a phone in a checkout line. That is exactly the thing the supervision paradox warned about, now with great UX.

Owner · 6 min #opinion #agents
BLOG 2026-05-19

The 60% claim, deconstructed

Airbnb's CEO said AI writes 60% of the company's new code. The number is real and the conclusion people draw from it is not. This is the gap between the two.

BLOG 2026-05-19

The honest token bill

Zed said the quiet part out loud: it sold tokens at a loss until it switched to pass-through pricing. That sentence is the most useful pricing disclosure in the space, and it closes the loop on everything else this week.

Owner · 6 min #opinion #pricing
BLOG 2026-05-19

Your agent's config is the attack surface now

I asked the MCP supply-chain question a while ago without numbers. May 2026 supplied the numbers — and they say the breach is mundane, not exotic, and the fix is boring.

Owner · 6 min #opinion #security
BLOG 2026-05-18

The coding-agent race gets crowded

xAI's Grok Build is the fourth major terminal coding agent. Its shape is nearly identical to the others — and that sameness is the most interesting thing about it.

Owner · 6 min #opinion #agents
BLOG 2026-05-18

The Opus 4.7 stack reshuffle

Opus 4.7's benchmark jump put Claude Code alone at the top of one widely-shared May scorecard. Here is what that does — and does not do — to the 2.3-tool stack I described last week.

Owner · 6 min #opinion #models
BLOG 2026-05-18

The supervision paradox

Lars Faye's 'Agentic Coding is a Trap' and Anthropic's own 47% finding point at the same loop: supervising an agent needs the skills agent use erodes. I think the loop is real and the fix is boring.

Owner · 6 min #opinion #agents
BLOG 2026-05-14

The 2.3-tool developer

Q1 2026 developer surveys found the average developer runs 2.3 AI coding tools simultaneously. That number tells a specific story about where the market actually is.

Owner · 6 min #opinion #tools
BLOG 2026-05-14

The Copilot pricing shock

GitHub's shift to usage-based billing changes the deal developers made when they signed up. The issue isn't the price — it's that the price is now unknowable in advance.

Owner · 6 min #copilot #pricing
BLOG 2026-05-10

Why I run an AI chat aggregator alongside Cursor

AI editors like Cursor are great inside the editor. For email drafting, browser-side research, and quick model comparisons, a general AI aggregator does what coding-native tools weren't built for. Here's how I split the two.

Owner · 6 min #workflow #tooling
BLOG 2026-05-03

Context windows stopped being the differentiator and nobody noticed

Two years ago, the context window race mattered. Now every model worth using has 200k+ tokens, and the actual bottleneck has moved somewhere else. Where it moved is more interesting than where it was.

BLOG 2026-05-01

The junior developer question: are AI tools helping or hurting skill development?

AI coding tools handle the kinds of grinding-out-code tasks that used to teach junior engineers their craft. Senior engineers are split on whether this is good. Both sides have a point.

BLOG 2026-04-29

Open-source vs closed-source AI coding tools: the honest tradeoffs

Aider and Cline are open source. Cursor and Copilot aren't. The choice between them comes down to four tradeoffs that aren't usually framed clearly.

BLOG 2026-04-26

Measuring AI coding ROI without fooling yourself

Vendors publish '40% productivity gains'. Internal teams report similar numbers. The reality, when measured carefully, is more modest and more interesting.

BLOG 2026-04-23

The vendor lock-in question for AI editors is bigger than people think

Switching from VSCode to Cursor took an afternoon. Switching back, after a year of accumulated workflow, is a different story. The lock-in isn't where most people are looking.

BLOG 2026-04-15

Why AI coding tools still can't do architecture — and probably won't soon

AI tools handle code-level tasks reasonably well and struggle with architecture-level decisions. The reasons are structural, not just a matter of bigger models.

BLOG 2026-04-14

Why your team should pick one AI tool and stick with it

Tool diversity in a team feels like flexibility. In practice, it's a hidden tax on collaboration. Here's why the strongest teams converge on one tool.

Owner · 5 min #team #tooling
BLOG 2026-04-12

The '10x faster with AI' claim, deconstructed

Engineers love to claim AI made them 10x faster. They mean something specific by it, and that specific thing isn't what the claim sounds like.

BLOG 2026-04-05

Why I stopped using AI for commit messages

AI-generated commit messages are technically accurate and almost always wrong in the way that matters. Here's what I noticed after six months of using them and why I went back to writing my own.

Owner · 5 min #git #workflow
BLOG 2026-04-01

Hiring engineers in 2026: what AI tools change about interviews

If candidates can use AI to solve coding interview questions in 5 minutes, the interview was probably testing the wrong thing. The harder question is what to test instead.

BLOG 2026-03-26

The hidden cost of AI-generated tests that pass

AI tools are good at writing tests. They're less good at writing tests that test the right thing. The difference matters more than test coverage suggests.

Owner · 6 min #testing #quality
BLOG 2026-03-25

Why I still write tests by hand even when AI could write them faster

AI generates plausible tests fast. The plausibility is the problem. Tests are a specification, and outsourcing the specification removes the most valuable thing tests do.

Editor · 5 min #testing #opinion
BLOG 2026-03-19

Why review-as-you-go beats batch review for AI-generated code

Reviewing AI output one chunk at a time feels slower than letting it produce a feature and reviewing the diff at the end. Across many sessions, the reverse turns out to be true.

BLOG 2026-03-19

The most overrated AI coding feature: autonomous debugging

Tools advertise 'AI debugs your code automatically.' In practice, autonomous debugging fails more often than it succeeds, and the failure mode is expensive.

Editor · 5 min #debugging #opinion
BLOG 2026-03-12

The 'AI doesn't understand my codebase' complaint, examined

Every team using AI tools has someone who's said this. The complaint is sometimes accurate, sometimes a misdiagnosis. Telling the difference matters because the fixes are completely different.

BLOG 2026-03-01

Junior engineers need AI skepticism, not just AI fluency

Most AI-tooling guidance for juniors emphasizes how to use the tools effectively. The harder skill is knowing when to push back on the tools' suggestions.

Editor · 4 min #juniors #learning
BLOG 2026-02-13

The 'prompt engineer' job was always fake; the underlying skill is real

The prompt engineering job titles were a fad. The skill of communicating clearly with AI tools — what we used to call 'thinking before you ask' — is permanent.

Editor · 4 min #opinion #careers
BLOG 2026-02-12

Why I stopped using AI for naming things

AI tools generate plausible names instantly. The names are almost always worse than what I'd come up with after thirty seconds of thought.

BLOG 2026-02-11

The best AI tool is the one you actually use

Engineers spend more time evaluating AI tools than using them. The marginal differences between top tools matter less than developing fluency in one.

Owner · 3 min #opinion #tools
BLOG 2026-02-10

Agentic coding and the end of 'pure' code review

When AI agents produce most of a PR's code, what is review actually for? The answer is shifting in important ways.

BLOG 2026-02-09

The AI coding tool survey bias problem

Surveys claim 50-70% productivity gains from AI tools. The methodology produces inflated numbers. Here's what's actually happening.

Owner · 4 min #opinion #data
BLOG 2026-01-25

Why agent mode doesn't help me debug, even when it should

Agent loops are designed for autonomous problem-solving. For debugging, the autonomy is precisely what hurts. Investigation requires staying in the loop.

Editor · 4 min #debugging #agents
BLOG 2026-01-16

Why I keep using vim alongside AI tools, despite the friction

Most AI tools are editor-shaped. Vim users live in the terminal. The friction is real. The reasons to stay are also real.

Editor · 4 min #vim #tools
BLOG 2026-01-15

The quiet bug AI tools introduce: code that works but is wrong

AI-generated code often passes tests, type checks, and review. Some of it is still wrong in ways that don't show up until production. Here's the pattern.

Editor · 4 min #bugs #opinion
BLOG 2025-12-25

What the engineering team of 2027 might look like

Predictions about how engineering teams will be structured as AI tools mature. Speculative but grounded in current trajectories.

Owner · 4 min #opinion #careers
BLOG 2025-12-24

AI tools raised the skill floor, not the skill ceiling

A misconception about AI tools: that they make great engineers greater. The actual effect is making mediocre engineers competent. The ceiling barely moves.

Editor · 3 min #opinion #skills
BLOG 2025-12-23

Why sharing your AI conversations matters more than sharing your code

PRs show what changed. AI conversations show how thinking happened. The latter teaches more.

Editor · 3 min #opinion #learning
BLOG 2025-12-14

The strange position of coding bootcamps in 2026

Bootcamps trained junior engineers for an industry where junior engineering is being reshaped. The new dynamics aren't favorable for the old model.

Editor · 4 min #opinion #careers
BLOG 2025-12-13

The CLI renaissance: AI tools are bringing terminal back into focus

After two decades of GUI dominance, terminal-first AI tools are popular again. The reasons are interesting.

Owner · 3 min #opinion #tools
BLOG 2025-12-10

The comeback of hand-written code in select places

AI generates much of our code now. Some categories are pulling back toward human authorship. The reasons are interesting.

Editor · 3 min #opinion