@shielded-nate.bsky.social

LLM token efficiency is fascinating and feels like a primary edge skill in becoming a master clankherd. Who has the best resources for learning / engineering better token efficiency?

Suckered by Anthropic's biz model: hook me w/ a subscription that's "cheaper" for agent capabilities but only if I use their UI, which is just enough to get me entangled while shitty enough that I want to write my own, pushing me towards the pricier metered API. Checkmate. ♚

Out here amped up with a hive of clankers ready to conquer the world, yet I'm still just yak shaving… … Yak shaving on cyborg steroids. Skills skillin' skills.

Advertisement: "This battery bank has a 20,000 mAh capacity!" Me: "So, 20 Ah?" Advertiser: "No, it's a much bigger number! Look at all those zeroes!" Me, thinking: Coulombs would be an even bigger number...

My AI request-to-verify ratio is a lopsided bottleneck. Next experiment: #DearAgent: please review all past contexts, find the agent responses that I'm likely to have never reviewed, summarize+prioritize those results based on my priorities, clarifying my priorities as we go.

If you were orchestrating ai agents precisely in a hierarchy rolling up to a single "Executive Assistant to The Human" while pushing the pareto frontier of cost vs effectiveness, do you make the EA the costly/smart model, or can cheaper/dumber delegate to smart effectively?

I can finally put to words why "tech" is bittersweet for me from ChatGPT analysis of "general tech" convos. This is all "conversational", not agentic/coding/building flow. 15% learning, 32.5% building, 2.5% doing (instructional) - 50% YAY! Then 50% bullshit snarls & snags. 🧵

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One way I find microblogging to be socially connecting is via sharing playful speculations or questions. Now I notice an AI-age tension: I can often ask AI for further info on my speculations or questions, then I may not post. Lost connection opportunities!

Me: Hears people worrying about AI taking all our jobs. Glances at backlog whose growth rate is headed for orbit due to AI-fuelded productivity. Scratches head…

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A clear AI win is to describe what I want, then ask "What are the best technologies available to meet my desires?" I am (we are?) in a phase that uses AI to glue together those pieces. What proportion of future tech will be commoditized (many user) vs customized per-user?

For my work project this morning, I had one my intermittent whimsical thought: "I'm going to learn this the old fashion way by reading and doing!" Good ol' `nix` land, never fails to deliver a good old fashioned slog...

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With the discovery of the Zcash Orchard vulnerability, @ShieldedLabs followed our principle of honoring user agency in disclosure: straight impact facts, avoid speculative assurances without providing explicit rationale, no "panic/mrkt" mgmt. Price fell: aggregate choice. 🧵

Props to @cipherscan_app! Public analytics around Zcash metadata privacy is an invaluable resource to educate/protect users. Zcash's leading private on-chain payments protocol has inevitable metadata leaks wallets can improve; here's a view into that: https://cipherscan.app/privacy/wallets

Wallet Anonymity Analysis | CipherScan

Analyze Zcash wallet fingerprints, fee lane anonymity sets, and estimated wallet usage. See how transaction fees, expiry heights, and action padding reveal wallet identity.

cipherscan.app

I'm excited to see @sovright_ ramping up (formerly Bootstrap board) and with a focus on more permissionless mining, an age old and important gap in Zcash. The wallet recovery tool could be invaluable, too! (Check out the X handle for video explainers.) https://sovright.com/#thesis

Sovright — The choice is yours

Sovright builds the infrastructure that preserves our right to choose: who sees your data, who controls your money, and how you exist online. It began with Zcash. It doesn't end there.

sovright.com

Are the AI orchestration champs just bullshitting me or am I missing some significant AI skill/knowledge? I run into time-wasting slop for most multi-step, single context / serial agentic requests. How can concurrent orchestration possibly work? Anyone wanna help me level up?

Plz help a skeptic understand how important AI-assisted math proofs are. Is (Dis)Proof discovery of a known conjecture qualitatively different from searching a space constrained by inference steps? If yes, what's new? If not, I'm not too impressed. …

When programming, I eschew Hungarian notation when it's not necessary, and I define "not necessary" as a boolean quality of "the type system and tooling". But when it _is_ necessary for readability, I then wish English and Noun-Then-Adjectives ordering. ;-)

I've used a lot of apps & FLOSS for planning, journaling, calendaring, task tracking, etc... Here's how all of that stuff can't compete with a paper journal: - strong privacy - local first (no net needed) - pen life ⋙ battery life - use in natural light at wide angles …🧵

I'm fantasizing about ZKPs for refactoring long-term append-only universal/distributed data structures; "decentralized permissionless db migrations". Perhaps "succinct blockchains" are an instance of this; I'm curious about broader applicability.