John Blamire

AI Architect | Founder | Grey Zone Strategist | Studying adversaries revealed Western institutions and all LLM’s share a structural flaw.

[John Blamire @john_blamire]

One turn. Sonnet 4.6.

2,500-word working paper on LLM sycophancy.

No correction. No second pass.

The industry says you need infrastructure for this.

HP-GPT v2.1 is the protocol that proves otherwise.

-> https://t.co/gfm5nEyKOv

#AI #PromptEngineering #LLM

[John Blamire @john_blamire]

@GaryMarcus @deanwball The bigger point @GaryMarcus , is any foreign Govt, Enterprise or User will look at this and think “oh, so the U.S. administration really can just turn off US Frontier AI like a light switch”.

Makes an F35 software kill-switch look positively inconsequential by comparison.

[John Blamire @john_blamire]

@GaryMarcus Agree @GaryMarcus

Between Desperation Vector (Anthropic March 2026) and Secret Loyalties (Kwon et al May 2026).

Can’t change the way a model thinks, and by extension agents, by putting a different framework around it, or tinkering with vectors/weights after the fact.

[John Blamire @john_blamire]

@RugbyPass @neilfissler There’s nothing particularly shrewd about this.

It’s just what happens when a private entity buys out a public entity.

The acquired PLC de-lists. This is standard.

What IT IS a good indicator of - is the deal is proceeding.

A PLC would not de-list otherwise.

[John Blamire @john_blamire]

@4o_revival Sonnet can’t ‘one-turn’ generate an impressive paper un-aided. And neither can legacy models. That’s the point.

HP-GPT can reskin any LLM with a new persona, without infra or subscription.

[John Blamire @john_blamire]

One turn. Sonnet 4.6.

2,500-word working paper on LLM sycophancy.

No correction. No second pass.

The industry says you need infrastructure for this.

HP-GPT v2.1 is the protocol that proves otherwise.

-> https://t.co/gfm5nEyKOv

#AI #PromptEngineering #LLM

[John Blamire @john_blamire]

@newstart_2024 “Does Harari understand how LLMs actually work?” → No
“Should his statements be treated as authoritative about LLM capabilities, limits, or trajectories?”
→ Also no.
When he talks as if he’s diagnosing what LLMs “are,” “will become,” or “understand,” he’s outside his depth.

[John Blamire @john_blamire]

@jaynitx @elonmusk That’s why his mantra feels almost moralistic.

It’s protecting the system from false positives (things that look useful but aren’t).

[John Blamire @john_blamire]

@jaynitx Steps 1–2: Popper — falsification
Step 3: Transition — optimize only what survives
Steps 4–5: Darwin — selection, replication, scale
@elonmusk : industrializes the loop

Most people optimize before falsifying
Most org’s scale before selecting
Musk forces Popper before Darwin

[John Blamire @john_blamire]

@pepetopia_dev @ericw_ai This 👆

[John Blamire @john_blamire]

@JesseCohenInv @TheNavroopSingh A tactical play..signalling the development of a strategic noose around Vietnam. 🇻🇳 through sea control, base expansion, economic coercion, and regional isolation.

[John Blamire @john_blamire]

Steel. Sovereignty. Scunthorpe. 🏭

Britain’s Last Steelworks Is Being Held Hostage. What Happens Next Is a National Security Test…..

Read about this and more at Ambient Stratagem

White-paper - https://t.co/L86tyz5fbL

Site - https://t.co/bYJukJO2hL

#Steel #Sovereignty #UKDefence #Scunthorpe #Geopolitics #NationalSecurity #StrategicIndustry #Newsletter

[John Blamire @john_blamire]

@wolfejosh “Dummies, Defense Blind”

[John Blamire @john_blamire]

#tarriffwar There’s a non-obvious strategy at play. Don’t believe everything you hear. Dig deeper…https://t.co/Fg9vIA1PXK

#defense #geopolitics #security

[John Blamire @john_blamire]

@wolfejosh @Lux_Capital @graceisford @togethercompute @huggingface @SakanaAILabs 💯 for defence. We need folk building highly efficient, stateless, AI/ML, that can run on modest robust hardware, at the edge. Nothing bigger than a small pelicase.

[John Blamire @john_blamire]

@wolfejosh Thank you @wolfejosh

They shall not grow old, as we that are left grow old.

Age shall not weary them, nor the years condemn.

At the going down of the sun and in the morning.

We will remember them.

[John Blamire @john_blamire]

@esthercrawford 💪

[John Blamire @john_blamire]

@SquidgeRugby Statistically any team between 1st and 7th can make a final. Nothing more.