The AI Catchup - September 29, 2026
OpenAI DevDay 2026, the launches that matter:
- GPT-6.1 Sol: matches GPT-6 Astra on coding, says OpenAI, at a fifth of the price ($2/$10 per million tokens)
- dots: always-on ChatGPT agents that keep working between conversations
- Pro 500: $500 a month for 25x Plus usage and Astra Ultrafast, up to 8x faster in Codex
- The catch: Pro 200 drops to 10x Plus from 20x, per OpenAI's Tibo Sottiaux
Every claim below is fact-checked in the linked write-ups.
GPT-6.1 Sol: Astra-Level Coding at Sol's Price
Before: 74.1% on DeepSWE meant GPT-6 Astra at $10/$50. Now: GPT-6.1 Sol scores 75.2% at $2/$10.
- Cost per task: about $0.65 on DeepSWE, against Astra's $4.43
- Vs GPT-6 Sol: better best score on all six benchmark charts OpenAI published
- Cached input: $0.10 per million tokens, half of GPT-6 Sol's and a tenth of Astra's
- Effort: high is the sweet spot for coding; medium already scores 73.0% for $0.42
- Breaking changes:
noneeffort is gone, and Chat Completions has no tool calling - Where Astra still wins: computer use (+2.1 points), business workflows (+5.3), science (+11.1)
| Best score (cost per task) | GPT-6.1 Sol | GPT-6 Sol | GPT-6 Astra |
|---|---|---|---|
| DeepSWE | 75.2% ($0.65) | 68.8% ($2.74) | 74.1% ($4.43) |
| OSWorld offline | 71.4% ($1.27) | 64.4% ($3.37) | 73.5% ($9.44) |
| AutomationBench | 36.1% ($0.30) | 33.2% ($0.27) | 41.4% ($1.73) |
| Terminal-Bench Science | 57.0% ($5.47) | 27.6% ($12.18) | 68.1% ($23.80) |
Scores and costs are OpenAI's. Every effort level and the API specs.
dots: An Agent That Keeps Working Between Conversations
Before: agents ran when you asked. Now: a dot takes a standing goal and keeps working on its own cloud computer.
- Runs on: GPT-6 Astra, with memory from the apps you connect
- Hands off code: creates cloud tasks in your existing Codex environments
- You set the autonomy: custom rules for some actions, from "act without asking" to "hand off to you"
- Who gets it: Pro (outside the EEA, Switzerland, and the UK) and Business Premium, 18+, rolling out gradually
- Cost: off the meter for the first month; OpenAI has not said what comes after
- Watch out: disconnecting an app does not delete what your dot learned from it
ChatGPT Space launched alongside it as a shared home for Pages, files, and your dot. Setup, billing, and how dots compare.
Pro 500 and Ultrafast: OpenAI Now Sells Speed
Before: Codex topped out at Fast mode. Now: Astra Ultrafast runs up to 8x Standard token speed, about 300 tokens per second.
| Plan | Price | Codex and ChatGPT Work usage | Ultrafast |
|---|---|---|---|
| Plus | $20 | Baseline | No |
| Pro 100 | $100 | 5x Plus | No |
| Pro 200 | $200 | 10x Plus for new subscribers (was 20x) | No |
| Pro 500 | $500 | 25x Plus | Yes |
- Speed costs allowance: Ultrafast burns included usage at 8x the Standard rate, then credits at 6x
- Token speed, not task time: runs dominated by tests and tool calls will not finish 8x sooner
- API: $60 input and $300 output per million tokens,
service_tier: "ultrafast" - Pro 200: every Pro tier now costs $20 per Plus-sized allowance; the old Pro 200 was $10
- Our call: pay $500 if you use more than half the old Pro 200 allowance or wait on Astra all day; otherwise stay
The full plan breakdown, with Claude Max compared.
Also From DevDay
- Codex CLI: start and steer tasks by voice; a new
/agentsview tracks several at once - Code review: summaries, diffs, and automatic cloud first passes in the ChatGPT desktop app
- Agents API: now supports computer use, plus Codex's multi-agent tools and context compaction
- Sign in with ChatGPT: Plus and Pro allowances work in 16 partner tools, including Devin, Notion, and Vercel
Source: OpenAI's DevDay recap.
Quick Hits
- Claude Sonnet 5.5: same $2/$10 price as Sonnet 5, up to 30% lower cost per task, already in Cursor
- Claude Code evals:
/claude-api build-evaland/claude-api hillclimbimprove an app against held-out tests - Cursor Rollouts: a Teams and Enterprise bot that flags deploy regressions from logs, metrics, and traces
- Claude plugin directory: paid-plan developers can submit MCP connectors and plugin bundles
Ship It This Week
- Move coding agents from
gpt-6-soltogpt-6.1-solat high effort, after fixingnoneeffort and Chat Completions tool calls. - Rerun your Astra coding evals on GPT-6.1 Sol; keep Astra for computer use and science.
- With dots access, give it one recurring job while usage is off the meter.
- Pull your September Codex usage and pick Pro 200 or Pro 500 before October 29.
Account and Billing Notes
- Pro 200 grandfathering: eligible existing subscribers keep the old allowance through October 29, 2026; it does not add Ultrafast. Details.
- Claude refusal billing: Anthropic bills pre-output refusals again in three safeguard categories. Which ones.
The flagship is no longer the default: GPT-6.1 Sol does most of Astra's coding work for a fifth of the price, and OpenAI now charges extra for Astra's speed. If a teammate is still paying Astra prices for everyday coding, forward this.
Until next week, stay caught up.