Model Comparisons
Reasoning models — o1 → o3 → DeepSeek R1 → Claude Opus 4.x thinking
What's actually new in the reasoning-model wave, where the capability ceilings sit, and which benchmarks are starting to get gamed.
AI Hype Tracker Editorial · May 5, 2026
Hype vs Reality
Agentic coding: Cursor, Devin, Claude Code, Replit Agent — adoption data vs marketing decks
Where the published adoption metrics actually land for each agentic coding product, and what gets quietly conflated when vendors talk "AI software engineer."
AI Hype Tracker Editorial · May 2, 2026
Industry & Investment
The DeepSeek pressure: have inference prices actually collapsed?
Three months after the price-war narrative crystallized, what's happened to enterprise inference economics — and what the frontier labs' price-card revisions actually reveal.
AI Hype Tracker Editorial · Apr 28, 2026
Technical Deep Dives
SWE-bench is broken: how coding evals get gamed and what replaces them
How the canonical agentic-coding benchmark is being optimized against, the Anthropic eval-paper findings, and what credible coding-eval looks like from 2026 onward.
AI Hype Tracker Editorial · Apr 24, 2026
Model Comparisons
Open-weight momentum: Llama 4, Qwen 3, DeepSeek V3 — share-eating?
Open-weight model adoption metrics from HuggingFace, Together, and Fireworks: where the closed-vs-open share is genuinely moving and where the narrative outruns the data.
AI Hype Tracker Editorial · Apr 15, 2026
Hype vs Reality
The AI bubble question, 2026 edition
A measured walk through the 2026 state of the bubble debate — capex, revenue, valuations, capability deltas, alternative-cycle comparisons — without taking a side.
AI Hype Tracker Editorial · Apr 9, 2026
Company Profiles
OpenAI’s trajectory: funding rounds, product velocity, and the competitive chessboard (2024–2026)
How capital structure, enterprise adoption, and frontier model releases shaped OpenAI’s path—and what rivals, regulators, and customers should watch next.
AI Hype Tracker Editorial · Nov 18, 2025
Company Profiles
Anthropic, Constitutional AI, and the enterprise bet on steerability
How Anthropic frames alignment as a product feature, why enterprises care about refusals and long-context workflows, and where Claude fits in the competitive stack.
AI Hype Tracker Editorial · Oct 7, 2025
Model Comparisons
Open weights versus closed APIs: the real tradeoffs behind the AI deployment debate
A sober look at transparency, safety liability, operational burden, and enterprise procurement when choosing between downloadable models and hosted frontier APIs.
AI Hype Tracker Editorial · Sep 2, 2025
Model Comparisons
GPT-4, Claude 3, Gemini Ultra, and Llama 3: what benchmarks actually measure—and what they miss
A practitioner’s guide to comparing frontier models across reasoning, coding, multimodal tasks, and safety—without mistaking leaderboard scores for product fit.
AI Hype Tracker Editorial · Aug 14, 2025
Company Profiles
xAI and Tesla under Elon Musk: ambitious AI claims, execution pressure, and the delivery gap
An editorial analysis of how xAI’s Grok roadmap and Tesla’s autonomy and robotics narratives intersect—what has shipped, what remains contested, and how investors and buyers should read the hype cycle.
AI Hype Tracker Editorial · Aug 7, 2025
Technical Deep Dives
RLHF and modern alignment techniques: reward modeling, preference optimization, and what ‘helpful’ really costs
From classical reinforcement learning from human feedback to DPO, constitutional training, and critique-based pipelines—how alignment layers shape model behavior and where the field is heading.
AI Hype Tracker Editorial · Jun 4, 2025
Industry & Investment
Startup valuations meet revenue: a reality check on AI company multiples, margins, and sustainability
Why AI startups trade on different fundamentals than classic SaaS, how inference costs distort unit economics, and what investors and founders should scrutinize before believing the sticker price.
AI Hype Tracker Editorial · Jun 3, 2025
Hype vs Reality
AGI timelines: expert predictions, survey evidence, and how to read them without losing your mind
From Metaculus forecasts to lab roadmaps, we unpack what people mean by AGI, why timeline estimates diverge by decades, and how to translate prediction markets into planning—not prophecy.
AI Hype Tracker Editorial · Mar 22, 2025