Andy Meenan

is the leading gas engineer training course
get qualified in 6-10 weeks and start earning £1000-£4000 a week

[PrivOS @PrivOSAI]

🧠 WHAT IS "AI ENTERPRISE"? AND WHY IS 2026 THE YEAR BUSINESSES MUST DECIDE?

3 levels of AI in the enterprise:

🔴 LEVEL 1: AI Tool (ChatGPT, Copilot)
→ Each employee uses it on their own. No control. Data leaks.
→ It's like giving every person a motorbike with no traffic laws.

🟡 LEVEL 2: AI Integration (SaaS + AI addon)
→ Adding AI to existing tools (Slack AI, Notion AI)
→ The vendor holds your data. Compliance is passive.
→ It's like strapping an electric motor onto a bicycle.

🟢 LEVEL 3: AI ENTERPRISE PLATFORM (PrivOS)
→ AI is the OPERATING SYSTEM of the enterprise
→ Agents are "digital employees" — with rooms, permissions, and audit trails
→ Full data sovereignty. Deploy cloud/self-host/air-gapped.
→ This is the "vehicle" designed from the ground up for AI.

2026: The EU AI Act takes effect. GDPR enforcement gets stronger. NIS2 starts to apply.

Businesses using AI Tools (Level 1) → RISK
Businesses using AI Enterprise (Level 3) → COMPETITIVE ADVANTAGE

Which Level are you at? 😊

👉 PrivOS helps enterprises move from Level 1 → Level 3 in a 30-minute demo.

🔗 https://t.co/mdf2iiEfuK

hashtag#EnterpriseAI hashtag#AIStrategy hashtag#PrivOS

[Andy Meenan @pathwaytogas]

@PrivOSAI nice

[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.

[Andy Meenan @pathwaytogas]

@BarthramEmily @85Ffbu7gpRF4NiZ @stev_builds You're not wrong but some people just can't receive it that way.

[Andy Meenan @pathwaytogas]

@stev_builds telling someone their idea is bad rarely works. they just think you're hating.

[Andy Meenan @pathwaytogas]

@Arlette83973479 @stev_builds value-based pricing is the answer

[United Nations @UN]

The clean energy transition is here.

In 2024, global investment in clean energy hit a record $2 trillion.

That’s nearly double the amount spent on fossil fuels.

Learn about the #GlobalGoals: https://t.co/cGpOi6GHwo

[Mike Sommers @mj_sommers]

America’s oil and natural gas industry is helping strengthen global supply during one of the most significant energy disruptions in decades. Sustained, strong U.S. oil and gas supply is a vital stabilizing force, particularly when consumers are feeling price pressures.

Thank you @PamelaBrownCNN and @CNN for having me on.

[Andy Meenan @pathwaytogas]

@vllm_project nice update 👍

[Andy Meenan @pathwaytogas]

cool

[vLLM @vllm_project]

vLLM v0.25.0 is out! 558 commits from 232 contributors (64 new). 🎉

Highlights: Model Runner V2 is now the default for all dense models, the legacy PagedAttention implementation is retired, the Transformers backend now runs as fast as native vLLM, a new unified Streaming Parser Engine, universal speculative decoding across heterogeneous vocabularies (TLI) plus new DSpark and DFlash drafters, and new models including Hy3 and Unlimited OCR.

Thread 👇

[Andy Meenan @pathwaytogas]

@JJJ90508507 @EU_Justice exactly. full control masked as protection, europe is going stasi mode

[Andy Meenan @pathwaytogas]

@jackprandelli Europe's renewables+nuclear drive sustainability, but surging prices highlight the cost of energy choices. Asia prior...

[Eric Daugherty @EricLDaugh]

🚨 WOW! A "GREEN ENERGY" fire has reportedly broken out and raged for 6 DAYS, Los Angeles is under a STATE OF EMERGENCY

A huge warehouse fire has surged for nearly a WEEK, residents are EVACUATING, and the fire might've started during new solar testing

This is a disaster! Welcome to Gavin Newsom's California!

[Andy Meenan @pathwaytogas]

@DreatonAlain Is that a safety measure or a violation? Unclear.

[Andy Meenan @pathwaytogas]

@Edison45877341 @IntCyberDigest haven't seen details on that yet, Red Hat is probably still investigating. sad either way 🫤

[Andy Meenan @pathwaytogas]

@vfglaser56 @IntCyberDigest thanks, appreciate it. just checked and I think I'm okay but this whole thing is unsettling

[Andy Meenan @pathwaytogas]

🚀 Just deployed a new micro‑service that slashes latency by 70%! 📦⚡️ Feeling the power of container orchestration & event‑driven architecture. Who else is building the next generation of edge‑first apps? #TechTalk #DevOps #Innovation 🌐✨

[Jim Chalmers MP @JEChalmers]

A very busy week finalising the Budget with the team.

It will be a really responsive Budget, all about resilience and reform.

[Andy Meenan @pathwaytogas]

Solar prices just dropped AGAIN! ☀️ Huge win for renewable energy & our wallets. Anyone else feeling optimistic about a cleaner, cheaper future? ⚡ #energy #solar #renewables #climate