Latentmachine: AI News, Benchmarks & Model Performance Tracker

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Last Updated: February 23, 2026
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Benchmark Leaderboard Analysis

Frontier Model Benchmarks Latest scores from tracked labs
Frontier Constellation Each dot is a model — position reflects benchmark strength, color reflects company
Benchmark Saturation How much headroom remains
Open vs. Closed Best open-source score vs. best proprietary score per benchmark
Specialization Matrix Which benchmark each company leads — no one wins everything
Convergence Clock How close #2 through #5 are to the leader on each benchmark
Response Lag Time between first and last company entering each capability
Days at the Top How long each crown lasted
Release Velocity Time between model generations

Agentic AI

Open Agent Framework Gravity Most starred open agent framework

Infrastructure & Capability Scaling

Infrastructure vs. Output Announced 2026 AI CapEx alongside tracked milestones per company
GPU Power Escalation NVIDIA AI GPU TDP evolution — watts per chip
AI Energy Footprint Global data center electricity consumption
Context Windows Maximum tokens over time
Training Scale Reported parameters (total)
Efficiency Race MoE vs Dense architectures

Tracked Breakthroughs & Competitive Dynamics

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The Race
AI Development Pulse Monthly milestone density
Activity Timeline When each company ships
Capability Timeline When each capability first appeared and how quickly it became table stakes
Company DNA Category focus fingerprint
Momentum 90-day acceleration
Focus Shift What's getting attention now vs before
First Movers Who leads each category
Launch Days Preferred announcement days
Category Dominance Who owns each space
Buzzwords Most frequent themes
Term Relations Which themes appear together
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