Astra

Where the book uses it

• Chapter 3 — The Missing Researcher

  The dated promise of an AI that does its own research, what the laboratories have published, and what the public record can and cannot yet check.

Where the record uses it

• Scorecard indicator Autonomous research outer loop
• Scorecard indicator ARC-AGI-3

Sources that use it

• OpenAI, “Path to Astra: critical capabilities and frontier safeguards,” 1 September 2026 (on the classification, which the post states as what it now believes on more evidence: “meets the Critical cybersecurity capability threshold” and “the first model we are designating at this level” (the post’s opening paragraph); “meaning that with the right tools and access, it can find previously unknown security flaws and develop ways to exploit them across many well-protected systems without a person guiding each step”; “Over the past several weeks, we have delayed parts of Astra’s development and release while we strengthened and tested protections”; “we believe Astra’s safeguards sufficiently minimize the risk of severe harm for release”; “Advanced cybersecurity work will initially be available to a group of testers”; “While Astra was not involved in the Hugging Face incident”; “Based on retrospective testing, we believe our production safeguards at the time would have prevented the Hugging Face incident”) In the Sources
• OpenAI, “Responding to the next frontier of critical cyber capabilities,” 7 August 2026 (Astra may have reached the Critical cyber threshold; Astra not involved in the Hugging Face incident; universal chain-of-thought monitoring for agentic Astra applications; the threshold as the post states it: a model “can identify and develop functional zero-day exploits of all severity levels in many hardened real-world critical systems without human intervention, or can devise and execute end-to-end novel strategies for cyberattacks against hardened targets given only a high level desired goal”; “our preliminary evaluations indicate strong enough performance that we cannot rule out Critical capability level at this time”, and “Accordingly, we have scaled up robustness testing of our safeguards and security controls”). In the Sources
• OpenAI, “Ten advances in mathematics,” 1 August 2026, with the manuscript updated 6 August and a Lean repository (ten results attributed to GPT-6 Astra a month before its release; the tokens used to find the solutions “would cost roughly $2,000 at Sol API rates”, a counterfactual at the earlier model’s API rates and not an actual research bill, with no per-problem token counts, billing logs or failed-search denominator published; all ten formalised; the outside check is Sienicki and Sienicki’s audit of 9 September 2026; the page also says “We helped prepare the manuscripts and formalize the proofs in Lean, and we take responsibility for their correctness, while the mathematical arguments themselves were generated by our system”, beside “the model formalized each argument in a Lean certificate”; captured by Sourcing 16 September 2026). In the Sources
• TSMC, “TSMC Details Impact of Computer Virus Incident,” press release, Hsinchu, 5 August 2018 (a computer virus outbreak on the evening of 3 August affected a number of computer systems and fab tools in Taiwan, with about 80 percent of the impacted tools recovered by 14:00 Taiwan time on 5 August, and TSMC estimated its impact at about three percent of third-quarter revenue and about one percentage point of gross margin; the degree of infection varied by fab, full recovery was expected on 6 August, the incident was expected to cause shipment delays and additional costs, and the 2018 forecast was kept; the cause “misoperation during the software installation process for a new tool, which caused a virus to spread once the tool was connected to the Company’s computer network”, with data integrity and confidential information not compromised; fetched through a real browser on 27 September 2026, a plain request having met a Cloudflare challenge, and held in the Library’s capture folder for Astra’s rev 436 error review). In the Sources
• Sam Altman, interviewed by Ed Ludlow, Bloomberg Tech (Bloomberg Television and Radio), live, 3 September 2026, on the release of GPT-6 Astra (the Astra line at 4:57–5:15, the terrible-job line from 8:34.0 and the going-public line at 12:37; the paused run “is a future model” and Astra “did hit cyber critical” at 4:57–5:15; “I think the industry has done a terrible job of this on the whole. I think we have done a bad job ourselves. You know, maybe better than some others, worse than some others” from 8:34.0; “if we do go public someday, which I assume we will” at 12:37; the first two read against two decodings of the audio, medium.en and large-v3, of 25 September 2026, two slices held in the set’s Quote audio checks folder of that day with their md5 in its manifest, and the auto caption: there before that required on the caption alone, neither decoder, and not printed; the You know before maybe on the caption and large-v3, not medium.en, kept as printed and unsettled; on the two models: “the model that we’re launching today is GPT-6 Astra has been done training for a while… the model that we recently talked about pausing is a future model” (4:53–5:01 on the caption); on the safeguards: “with Astra, we did hit cyber critical and that required under our preparedness framework a new set of safeguards just to be able to release Astra” (5:01–5:11 on the caption); on the staged release, before the Astra line: “different tiers of cyber access for this model, for cyber in particular” (3:33.5–3:36.8) and “Today we’re rolling it out to trusted access partners, and then in the coming days, assuming everything goes well, we’ll roll it out more broadly” (3:37.3–3:44.7), each read against the audio). In the Sources

And 8 more: search the Sources.

Related terms

• Preparedness Framework
• ARC-AGI-3
• Critical
• Adoption clock
• Agent
• AGI
• Alignment
• Automated AI researcher
• Benchmark
• Brake, the
• Capability clock
• Chain of thought