Analysis Reviews & Guides
Expert reviews and guides for analysis.
GPT-5.6 Sol's Benchmark Numbers Look Incredible — Until You Read the Fine Print
Benchmarks don't tell the whole story. I break down Terminal-Bench 2.1, Coding Agent Index, SWE-bench Pro, and the reward hacking problem that nobody's talking about.
GPT-5.6 Sol's ExploitBench Score of 73.5% Is Either Amazing or Terrifying — Here's Why
ExploitBench 73.5% is a massive leap from GPT-5.5's 47.9%. I dig into what this means for security professionals, the Trusted Access program, and where Sol still falls short on defensive work.
GPT-5.6 Sol Costs 1/3 of Claude Fable 5 — The Pricing Math That Changed My Entire Stack
At $5/$30 per million tokens, Sol is cheaper than you'd expect for a flagship model. Here's how to squeeze maximum value from prompt caching, batch APIs, and smart routing.
GPT-5.6 Sol Beats Claude on Every Benchmark — So Why Can't Regular People Actually Use It?
OpenAI just released a model that outperforms Claude Fable 5 across the board. But the gap between 'best model in the world' and 'model you can actually use' has never been wider. Here's what's really going on with frontier AI access.
GPT-5.6 Sol Hits 8M Active Users in Record Time — Sam Altman Calls the Growth 'Insane' and Here's Why It Matters
Codex and ChatGPT Work just crossed 8 million active users. Sam Altman himself called the growth 'insane.' I dig into the viral tweet that broke AI Twitter, what the quota reset means for developers, and whether this is the beginning of the AI subsidy wars.
ChatGPT Killed Codex? The Truth About OpenAI's Coding Tool Identity Crisis
Everyone's asking if ChatGPT just ate Codex alive. I've been using both for months — the answer is more complicated than a simple yes or no. Codex isn't dead, but the version you knew is.
I Used GPT-5.6 Sol Every Day for a Month — Here's What Actually Held Up
The launch hype is over and the honeymoon phase is done. After 30 days of daily GPT-5.6 Sol use across real client work, here's what genuinely impressed me, what quietly disappointed me, and what I'd tell anyone considering the switch.
GPT-5.6 Sol's Context Window: I Pushed It to the Breaking Point (It Held — Mostly)
The spec sheet says the context window is huge. Spec sheets lie. I loaded Sol with a full codebase, a 60K-token design doc, and a marathon conversation to find where it actually starts forgetting things — and where it quietly hallucinates.
GPT-6 Rumors & Roadmap: Everything I Could Verify About OpenAI's Next Flagship
Every GPT-6 rumor floating around in one place — and my honest take on which ones have real evidence behind them, based on hiring patterns, leaked benchmarks, and what OpenAI has actually said.
GPT-5.6 Sol Math Test: 50 Problems from Middle School to Graduate Level
I gave GPT-5.6 Sol 50 math problems spanning arithmetic, algebra, calculus, proofs, and graduate-level probability. It scored 46/50 — and the 4 misses tell you everything about where frontier models still break. Full problem set, scores, and my honest take.
GPT-5.6 Sol Deep Research: 20 Real Queries, 17 Passed — What It Still Gets Wrong
I put GPT-5.6 Sol's deep research mode through 20 real work queries — market analysis, literature reviews, code archaeology, pricing research. 17 produced genuinely useful cited reports. The 3 failures are all the same failure. Full query list, citation audit, and cost math inside.