$ ./techpeeled — spec sheets don’t tell the whole story

techpeeled

Peeling back the hype since 2026.

Tech, AI, and the claims nobody else checks.

Every product launch comes with a press release that reads like a miracle. Honestly, I get it — there’s a whole industry optimized for that feeling. But I’m the person who opens five more tabs (occupational hazard), runs the actual benchmarks, reads the actual fine print, and says what they found — even when the answer is “on paper this looks great, but… not so much in practice.” (Look, someone has to do it. Might as well be me.)

$> Currently Investigating

open / analysis

AI benchmark methodology gaps in the 2026 coding leaderboards

Here’s why this actually matters: the same model scores 72% and 91% depending on who ran the test.

open / opinion

Whether “AI-native” IDEs are faster or just feel faster

You have to actually use it to know. Three months of real work logged. Writing it up.

open / vs.

GPT-5.4 vs Opus 4.6: The coding showdown nobody asked for

Let’s be honest here — “best AI model” depends entirely on what you’re asking it to do.

open / deep-dive

The CVE-to-AI-generated-code pipeline nobody’s tracking properly

Six times more entries in three months. That’s not a trend. That’s a cliff.

from the desk

What I Write About

Benchmarks that don’t cherry-pick. Product comparisons where both sides get caveats. Think of a spec sheet like the nutrition label on a protein bar — technically accurate, carefully framed, and designed to make you feel better than you should. I read the ingredients list instead. If a company makes a claim, I check it.

What I Don’t

Press release rewrites. Sponsored “reviews.” Content that treats every launch like the second coming. There’s enough of that already — life’s too short to rewrite someone else’s marketing copy. On paper, most tech coverage looks great — but it quietly treats marketing numbers and real measurements as the same thing. They’re not, and pretending otherwise isn’t a choice I’m making.

Look, a benchmark without a disclosed methodology isn’t a measurement — it’s a number with good PR. I’d rather show you the spreadsheet than the headline. (It’s less satisfying to read. It’s also actually true.)

// working principle — not a mission statement. those are for landing pages.

EOF

One writer. Too many tabs. The browser has 34 open right now and that’s actually pretty good for a Tuesday. (Also: one impulse-bought gadget currently sitting in a drawer, and approximately half a day lost to benchmarking the difference between two settings that turned out to be identical. We contain multitudes.) No sponsors, no hype cycles, no “exclusive first look” embargoes. Just the numbers and what they actually mean.