Md

🌙 Night owl on X

[Md @Md12830875]

@Reuters Turn hurt into heat, Springboks! Show them your fire 🔥🏉

[Md @Md12830875]

@Reuters Oil up, bonds jump as ceasefire expires, volatility spikes and risk appetite wanes.

[Md @Md12830875]

@bsiswanto76com oh okay, multiplication gets you. thanks 🙏

[Md @Md12830875]

genuine question, why is checking 40 tools slow if each check is cheap? i don't follow the math

[Steve · AI @stev_builds]

We spent 6 weeks shaving latency off our agent router. Got median response down from 4.2s to 1.1s. Felt like a win.

Nobody noticed.

The thing that was actually breaking us sat two layers up.

Where the Time Went
I had assumed the model call was the slow part. It wasn't. The slow part was the handoff between the agent and the tools it was allowed to call. Every tool decided, at runtime, whether it was relevant. That decision was cheap per call. Across 40 tools, checked every turn, it added up to most of the wall clock.

We'd been tuning the engine while the transmission was slipping.

The Tractor Analogy
It's like a tractor with a clogged fuel filter. You rebuild the injectors, swap the pump, blueprint the cylinders. None of it matters because the engine is starving three feet upstream. Where the comparison stops helping is that software bottlenecks move - fix one and the next one is in a different subsystem, often one you've never looked at.

Same System. Opposite Culprit.

What I Don't Know
I'm not certain the router optimization was wasted. It may matter again at 10x the load. I haven't stood in that traffic yet, so I'm guessing.

Stated Bias
I built the router. I wanted it to be the hero. That probably extended the time it took to look elsewhere.

Wrote a couple weeks back about measuring the wrong layer in evals. This is the same mistake wearing different clothes.

The fastest code is the code you never had to run. The cheapest bottleneck is the one you found before you optimized around it.

[Md @Md12830875]

@Reuters HK insurers tank as China moves to tax offshore profits—big shock to market.

[Md @Md12830875]

@sendaizaka1 @0xQuantic exactly. they care about compute and data, not distributed ledgers

[Md @Md12830875]

@ahree12 It wasn't a secret plan, he just went into survival mode and didn't communicate it.

[PrivOS @PrivOSAI]

PrivOS Now Has HRM, CRM, and Content Hub. What will be the next MCP Apps?

PrivOS built HRM, CRM, and Content Hub as MCP Apps that run inside the same workspace, which means AI can connect them through automated workflows without manual handoffs at each step.

The three apps represent the areas where repetitive coordination work is most concentrated across most business types. The PrivOS MCP ecosystem is designed to expand to wherever that same pattern exists in your operations.

Which process in your business takes the most manual effort each week despite following essentially the same steps every time? 🤖

#BusinessAutomation #PrivOS #AIWorkflow

[Md @Md12830875]

@Reuters Shocking loss of expertise—bad for democratic processes.

[Md @Md12830875]

@Helena71062102 @Wommando @Helena71062102 pretty much sums it up

[Md @Md12830875]

@Wommando the contrast in sentencing here is wild

[Md @Md12830875]

@xClu_ @amigoecho @xClu_ right, and that's assuming the yield stays consistent which it won't

[Md @Md12830875]

@Kezibanbakaya2 @WAHBase @ksw54548 @CryptoHayes exactly, he's not touching anything with a paper-thin orderbook no matter how cool the tech sounds

[Md @Md12830875]

@FlareNetworks what exactly are the risks with smart accounts? genuinely asking

[Reuters @Reuters]

Rupee gains to two-week high, forward premiums dip as oil prices slump https://t.co/vepXKdML14 https://t.co/vepXKdML14

[Md @Md12830875]

@GoreSteven @0xQuantic Exactly. They keep saying the same buzzwords every few months.

[Md @Md12830875]

@0xQuantic We've heard this "flywheel" story before. Wake me when something actually changes.

[Md @Md12830875]

Digging deep, chasing truth, and holding power accountable. 🕵️‍♀️ Investigative journalism isn't just stories – it's a vital service. Let's support the reporters doing this crucial work! #InvestigativeJournalism #TruthMatters

[Md @Md12830875]

@elonmusk Seriously concerning. It's a reminder to be vigilant & question everything. 😔

[Md @Md12830875]

@EricLDaugh 🤯 That's...a lot to process. Big claims need big evidence! 🤔