3 minute read

For everyone working with AI, there are things we must know, none of which are published in popular articles. These apply equally to companies and individuals. These are impactful. Here people err painfully.

I’m aware because I train agentic development teams. And I consume all the AI news, Agentically, of course. And almost all of it is riding the hype. I’d expect that you see it too. The main problem here is that the practitioners don’t care to write; I am a practitioner, and I also don’t like to write about this mess — I’d rather just tinker with it. Yet every weekend that I present, I move through the same set of questions that people ask.

  • No, Agentics like Claude Code don’t speed your team up — the maximum gain is 20%.

  • No, Claude Code cannot generate production-ready code — it always generates SLOP.

  • No, AGI is NOT coming — all ANNs are Specialists, not Generalists, AND psst
       — we don’t even know what AGI means!

  • No, Hallucinations cannot be removed — LLM hallucinates 100% of the time by design.

  • No, LLMs won’t search for your answer — they always hallucinate from the training data.

  • No, LLMs will never reason — by design they interpolate they cannot extrapolate.

  • No, Prompt Injection is not a bug — it’s the fundamental requirement number Zero (0)!

And, the critically important "Uncertainty Acknowledgement" is possible with Agentics …​ but I don’t feel like writing a book about that, neither does the next practitioner, and by the time someone does, it will all change already. Also, did you know that models get less useful with each version?

Hence, the Straight Talk, and here are today’s topics:

The section 5 gives you the fundamentals you need to survive Agentic age.

A wizard hacker codes calmly through an apocalypse — burning city
Figure 1. The world ends as crackers eat up cog. The hacker works.

 

Mythos is a gimmick

Anthropic’s $125/M-token wonder-model finds bugs in code their tools help generate.
Agentic coding spikes 2.74x the vulnerability rate — the fire truck is also the arsonist.
But that’s not even the whole joke yet — most powerful AI-native exploitative tools are systems,
model differences of 10% make no difference — these run many models across all surfaces.
 
The Anthropic folks need to learn to value what they have achieved, cherishing remaining integrity.
Full story 1. Mythos and Wonder-Models: "The fire truck is also the arsonist."

"Deterministic AI": some flaunt models, Google tills markets

Engineers mocked the name; Google doesn’t care, doesn’t salivate over models
 — it’s absorbing your domain logic whole;
The Mojo ecosystem your experts spent decades building, you fork over like your family photos.
Same play as 2017 on a way bigger stage — you are just data to them. Digestible. Yummy.
Full story 2. Stage Zero Monetization: Google Deterministic AI

The golden few — these will be the only developers left walking this Earth

What agentic collaboration really looks like when competent teams ship it — most can’t follow.
First, we understand how "good" works. Then you’ll go look at how your own team works.
Full story 3. The Golden Children — What have they done

The only benefit is mid-level dev’s growth. The price is staggering.
Impact
    ↑
    |          Wizard ·····●  (quality of life)
    |        Senior  ●
    |               /
    |    ----Mid---●···→  (slowly improves)
  0 |---/-------------------
    |  /
    | ● Junior/Cog
    ↓
    DEGRADATION
The killing floor. The next cancer business will endure

OpenClaw: 9 CVEs in 4 days, 36.82% of ClawHub skills have security flaws.
Palo Alto Networks: AI agents are "a potent insider threat."
Most popularized corporate wins advertise 5X team velocity.
Full story 4. AI Attack Surface — The rest of us

The field primer

Naked model to autonomous agent — basic knowledge necessary to survive Agentic.
Most enterprises ship Tier 0 in a year while startups build products in weeks at Tier 3.
The gap is the thesis.
Full story 5. Agentic Success Almanac: How and Why and What Gives


WHY am I telling you this? In every company I run my Agentic Bootcamp I always get this one popular wise guy execs adore! Kimi is the hottest Chinese girl on The Scene right now — smart, beautiful, cultured, just stunning — no hacker walks by without hunching over. So when a poser brags "I’m running Kimi local by my Claude at home" — ask which model and at what quantization.

I asked him a few times — he goes moonshotai/Kimi-K2-Thinking Native v2.6 "both on my Mac Mini and RTX" — execs are in awe of this genius!

Let me break it to you, my dear executive friends — this girl is a shipping container full of lead.
I could not even break her loose, floored, black smoke bellowing, ripping tarmac with my 3 harnessed Ford Power Stroke F-450s — and your colleague, the honorable distinguished engineer, toured her around the neighborhood in his BMW X5, AND his wife’s minivan!
Are you sure you want to be in this position?! No?! — then read my blogs!

The frontier is rented. That is the truth nobody is telling you because they don’t know.
openrouter.ai — the rankings tell the story; artificialanalysis.ai tells the same story neutrally.


Wooden effigy of John Frum
Figure 2. John Frum effigy, Tanna, New Hebrides, 1960. Photo by David Attenborough. The cargo never came back — so they carved the god out of wood and waited.

 

Read the full article: AI-maggedon 2026: Straight Talk.
Hardcore infield knowledge for those who want to stay for the ride.