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Setup AI Fundamentals

Why AI And The Future

The capability curve has bent — and the unit of AI work shifted from prompt to agent loop.

Vibe → Agentic → Independent → Autonomous

Pretraining scaling slowed in 2024; test-time compute reopened the curve. Five open families (DeepSeek, Qwen, Kimi, GLM, Mistral) now sit within six months of the closed frontier.

Capability
With test-time compute Pretraining only
o1 splits the curveTest-time compute · Sep 2024
GPT-3.5Nov 2022
OpenAI
OpenAI
GPT-4Mar 2023
Claude 3.5Jun 2024
Claude
DeepSeek
DeepSeek R1Jan 2025
Gemini 3Late 2025
Gemini
OpenAI
GPT-52026
Opus 4.7 · YOUMay 2026
Claude
2022 2023 2024 2025 2026 2027+
1Vibe Coding
2024 → Late 2025
One prompt → one response. Human typist with a powerful autocomplete. Raises the floor; ceiling stays low.
2Agentic Engineering
Late 2025 → Now
Human orchestrates, scopes, sets verification gates. Karpathy flipped from 80% writing to 80% delegating in Dec 2025.
You Start Here
3Independent Agents
Now → ~2027
Agents own a function end-to-end. BDR, support, content. Founder sets goals; agent runs hours or days unattended.
4Autonomous Systems
~2027+
Self-improving systems that propose fixes, run their own evals, and update with thinning human approval. Not here yet.

Internet buildout took decades. Cloud transition: 15 years. This is happening in 36 months. You are buying frontier intelligence below cost while the platform fight is unresolved.

Stargate Project OpenAI · Oracle · SoftBank

$500B · 4-yr build

Announced Jan 2025. $100B deploying immediately; ~7 GW capacity and $400B+ committed by late 2025.

Hyperscaler Capex MSFT · GOOG · META · AMZN

$725B · 2026E

Up from ~$200B in 2024 and $315–340B in 2025. Each major spends more per quarter than entire S&P 500 industries earn at peak.

OpenAI Valuation Mar 2026 post-money

$852B · $122B raised

Anthropic: $380B Feb 2026, talks for $900B+ in May. xAI: $230B Jan 2026. Three rivals near a trillion, none yet profitable.

NVIDIA Datacenter FY2025 revenue

$115B · +142% YoY

Single segment, single year. $35.6B in Q4 alone. US data-centre power: 80 GW (2025) → ~150 GW (2028).

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