Strategic Retrospective

AI Evolution 2022–2026

Loading detailed retrospective insights...

○

The Big Picture

Six core systemic transitions restructuring computational models and the world economy.

○

Chronological Evolution

From symbolic reasoning logic gates to generative mimicry and stateful deliberate routing.

○

Annual High-Impact Milestones

Select a year to review key technical launches and policy shifts.

○

Model Capability Evolution

PhD-level benchmarks and sequential context size surges. Every numeric cell is sourced — click a value to verify against its leaderboard or paper. Closed-source vs open-weight SOTA are split because the gap has collapsed differently per benchmark.

Benchmark	2022 (SOTA)	2024 (SOTA)	Closed-Source SOTA (2026)	Open-Weight SOTA (2026)	Trend

215 GPQA 91 SWE-Bench Verified 109 AIME 2025 76 HLE 32 MATH-500

Primary LLM Stats Leaderboards Cross-checked BenchLM.ai LM Market Cap primary papers

"N/A" indicates the benchmark did not exist in that year. Click any value in the table to verify against its source.

Mixture-of-Experts Parameter Explorer

Compare sparse MoE activation routing vs. full dense computation across frontier models.

Architectural Class

Parametric Split

Context Capacity

Peak SOTA Benchmark

Primary Functional Advantage:

○

The Six-Layer Harness

Modern agentic harnesses (Claude Code, Codex, Cursor, Devin, Goose) wrap the model with six functional layers around a continuous gather → act → verify loop. The model reasons; the harness mediates every action.

Open Inter-op Protocols

Two protocols moved from vendor experiments to Linux Foundation standards between 2024 and 2025, defining the tool↔model and agent↔agent integration layers.

Memory Architectures

Memory is now a first-class primitive. Three vendors ship three distinct default architectures (filesystem, identity-database, vector-store); three frameworks compete on the LongMemEval benchmark; Anthropic's "Dreaming" introduces async hippocampal consolidation between sessions.

Memory System	Type	License	Score	Highlight

Multi-Agent Orchestration Frameworks

Four frameworks dominate enterprise multi-agent deployments. The market is shifting from framework-locked solutions to protocol-first designs (Paperclip ACP, A2A) — driven by enterprise demand for portability across vendors.

Framework	Vendor	GitHub Stars	PyPI / mo	Approach	Best For

Agentic Coding: The Killer App

The agentic-coding category posted the highest valuations and ARR growth rates in private AI in early 2026. Computer-use agents — closed and open — crossed the 72.4% human OSWorld baseline.

○

The Silicon Interconnect War

Comparison of modular clusters, custom hardware, and interconnect bottlenecks defining physical computing power. All chip specs cross-checked against vendor datasheets and Flopper.io / LLM-stats / DCD reporting (May 2026).

○

The Strategic Deployment Economics

Comparing metered cloud services to self-hosted open architectures.

Operational Dimension	Centralized API Model (e.g. OpenAI, Anthropic)	Sovereign Open-Weight Infrastructure

Sovereign Infrastructure Savings

Estimate monthly API spending to calculate sovereign hosting savings (13.5x deflation factor).

Monthly API Spending $2,275/mo

$27,300

Annual Centralized Cost

$2,022
Sovereign Cost

$25,278
Annual Savings

CAGR Projection

Projected 2026 Valuation

○

Dimension	Legacy SaaS (per-seat)	Agentic Era (consumption / outcome)

How the Giants Are Repositioning

Each major software platform is taking a distinct stance on the agent transition — from infrastructure orchestration (AWS) to vertical integration (Microsoft) to consumption-priced agent platforms (Salesforce) to model-vendor compute lock-in (Anthropic + OpenAI).

The Pullback Signals

Not every story is up-and-to-the-right. Three signals show where agent autonomy is hitting cost, reliability, or ROI ceilings — and where humans are coming back into the loop.

○

Delivering this as a talk?

Open the Talking Points →

20-minute script for software developers. Per-beat opener, key data, on-stage cues, transitions, and Q&A prep.

Show, don't tell

Open the Live In-Browser Demo →

Real frontier-class small LLM running 100% on your laptop via WebGPU. No API keys, works offline. Five demos, one model.

The 5 Inflection Points

Five structurally different things that didn't exist 12 months ago — each with verified evidence and the daily-work implication.

The New Disciplines

Four skills that appreciated fastest in 2026 — what your team should actually invest in this year.

Reality Check

Honest tradeoffs. Engineers smell hype instantly — these are the inconvenient findings worth leading with.

Starter Kit · Reading List

Sources cited above, plus the canonical reading for engineers who want to go deeper.

○

Workforce & Revenue Efficiency

Deflationary trends, corporate re-architecting, and sector transformations.

○

The Regurgitation Debate & Licensing

Legal cases, exact copying disputes, and the transition to structured partnerships.

○

Geopolitics & Cybersecurity Threat Profile

Contrasting regulatory regimes, deepfakes, internal shadow endpoints, and Zero-Trust defenses.

Strategic Dimension	European Union (Audits & Bans)	United States (Deregulation & Preemption)

Enterprise Architecture Guidelines

Securing operations requires hybrid architectures: centralized APIs for complex deliberation tasks, open-weight systems locally for proprietary workflows. Zero-Trust networks must enforce out-of-band verification (OOBV) on all wire transfers and critical database mutations.