Adam Stacoviak

@thecatfix @Wattenberger @changelog Glad you enjoyed the conversation!

Probably one of the best interviews I could listen to at this stage in my development journey. I wasn’t using hunks and pull reviews were so tedious that I always committed to main.  @adamstac and @Wattenberger deliver gold in this @changelog episode. changelog.com/podcast/680

Next I need to try it out with some coding tasks.

Seriously impressed by Gemma 4. Impressive responses. Open source. Fast as all get out. Wow.

@garrytan It’s more of a compartmentalization, not shutdown. Any they’ve been SUPER clear why/how.

Should have been more precise: OpenClaw now requires the full metered API key and cannot be used with the $200 Max Subscription

Anthropic shutting down OpenClaw may turn out to be a strategic blunder, or strategic genius. The OpenClaw community will be the determiner of whether it is A or B. It's an interesting moment in history. Personally I never bet against open source.

Came back from Spring Break and my @AmpCode free is gone now 😭

Real is rare. Fake is everywhere.

@slicknet DNS

Never thought buying a new oven would involve and extensive internet search for "disable wifi on oven."

Legit considering 8TB this time.

@jnunemaker Dude, wash your hands.

Just committed by hand without claude. Felt weird.

One something like DNS... google.com -> ~3.0 (low, predictable) xkqpfmznv.net -> ~3.9 (high, generated) a3f9x2kq1m.love -> ~4.2+ (very high, likely tunneling)

Shannon Entropy Formula H = -Σ(p(x) * log₂(p(x))) Where: H = entropy score p(x) = probability (frequency) of each character Σ = sum across all unique characters In plain English: Count how often each character appears, then calculate how "surprising" that distribution is. @mattzcarey ^

Quick pre-processing trick. Run Shannon Entropy on a chunk of input before you do anything with it. The score will tell you a lot! Is this text, binary, compressed, code? Saves you from doing expensive work on data that was never what you expected.

Shannon entropy measures randomness or unpredictability in a string of characters.

@sqs Agreed. It’s time to pod again.

We're now in the era of AX (Agent Experience)

@grinich Amazing! Congrats.

"Numbers don't lie. Check the scoreboard." AuthKit is my default auth and it looks like it's about to be TON of other's as well. Amazing work @grinich and team!!

AI is faster than every human and smarter than 99.9% of us. The next iteration of software development has to be built on AI. Building with AI means learning how to flow with AI to create software products. It's not about prompt and pray, it's about flowing with confidence.

@jeff_weinstein I'm early on an idea. I just need more time.

who is building the next great ci startup optimized for agent generate code? (there is about to be _extremely_ ci needs)