GPT-6 Astra in Practice: Tests, Use Cases, and Feedback

Given a brokerage account and a rule to earn or stop existing, Astra woke on a schedule, read its own logs, tested hypotheses with parallel sub-agents, and grew $200 to $1,600 in three days.

A user had ChatGPT Astra analyze all 71 declassified CIA President's Daily Brief products released under Trump and build a website explaining what they contain.

Users report that Astra now gives lower-quality results on the same prompt, with side-by-side examples showing the launch-era outputs were clearly better.

A user shows a browser koi pond generated by Astra: four fish varieties to drop in, ripples and water sounds, plus rain and whirlpool effects.

The author recreates a real photo as a clay scene using Astra and Blender, sets movement and camera motion with Seedance 2.5, then converts it to live-action texture in Dreamina.

The author shares a prompt that asks Codex to audit your skills, AGENTS.md and decision boundaries for GPT-6 Astra, based on advice from an OpenAI Devs blog post.

The author says OpenAI takes feedback very seriously and asks users unhappy with Astra to report bad threads so they can be fixed before 6.1.

An opinion post argues that GPT-6 Astra lets one person build a product and its marketing content, flooding the market and rewarding early movers.

OpenAI's developer blog says hand-holding constraints written for GPT-5.6 now hurt Astra's context, so Skills descriptions should be compressed, loaded on demand, and given autonomy to avoid early stops.

An Arabic-language user relays a new OpenAI article warning that overly detailed Agent and Skills files for GPT-6 Astra carry security risks.

OpenAI's official guidance says to hand old skills and AGENTS.md to Astra for optimization, and explains that Astra is more cautious about stopping, so completion criteria should be defined up front or /goal used.

OpenAI reportedly paused new $200 Pro subscriptions after GPT-6 Astra demand surged, and gave existing users another usage reset.