AI Release Tracker follows product release claims in our published news archive. Use it to revisit an announcement, inspect its recorded sources, and decide what needs checking next.
Snapshot assembled . Latest matching article: . This is not a source-access or availability-check timestamp.
Confirmed available
0 of 223No access tests recorded yet
Follow-up checks
7-day due 210
30-day due 84
Upcoming 152
Most-mentioned
OpenAI50
Google / DeepMind43
NVIDIA36
Release-claim articles
223
Availability unchecked
223
7-day checks due
210
30-day checks due
84
Availability not independently checked. Every entry is an automatically selected claim, including stories that say “available now.” Unknown availability does not mean unavailable. No access tests or completed follow-ups are recorded here.
Where every claim stands
Follow-up status
Suggested check dates fall 7 and 30 days after each article was published. “Due” means the date has passed; no check has been completed for any claim.
7-day suggested checks
223 claims
Due; not completed 210
Upcoming; not scheduled 13
Date unknown 0
30-day suggested checks
223 claims
Due; not completed 84
Upcoming; not scheduled 139
Date unknown 0
Watchlist mentions
Articles mentioning
OpenAI50
Google / DeepMind43
NVIDIA36
Anthropic32
Meta27
Alibaba / Qwen21
Microsoft16
DeepSeek13
Mentions, not confirmed ownership: one article can mention several organizations.
The watchlist
Find a release claim
“Major” means names on our explicit watchlist, not a verified importance ranking. Organization matches are mentions, not confirmed product ownership. Dates are UTC.
223 matching articles · page 10 of 12. Export includes every matching record, not just this page.
The Verge reports that OpenAI launched GPT-6 Astra, initially for Daybreak cybersecurity customers, with broader access planned for paid users, API customers and AWS users.
Above: AI Understanding’s article text, not a quotation from a linked source. Automatic title match: “launches”. Announcement date: unknown. Article updated: .
7-day suggested check
· Due; not completed
30-day suggested check
· Due; not completed
Recorded source links (15)
Source types are unclassified. Links have not been opened by this tracker; source publication and access dates are unknown. A recorded date only indicates when the archive added the link.
theverge.comhttps://www.theverge.com/ai-artificial-intelligence/989601/openai-gpt-6-astra-releaseRecorded: Unknown · Article source field
moneycontrol.comhttps://www.moneycontrol.com/artificial-intelligence/openai-to-end-partnership-with-spacex-s-cursor-article-14017892.htmlRecorded: · Source history
cnbc.comhttps://www.cnbc.com/2026/08/29/openai-cursor-spacex-model-access.htmlRecorded: · Source history
coinpaper.comhttps://coinpaper.com/34985/sam-altman-says-openai-will-drop-cursor-after-spacex-dealRecorded: · Source history
beincrypto.comhttps://beincrypto.com/openai-musk-war-cursor-cutoff/Recorded: · Source history
theweek.inhttps://www.theweek.in/news/biz-tech/2026/08/29/violated-previous-contract-elon-musk-sam-altman-rivalry-widens-as-openai-stops-partnership-with-spacex-owned-cursor.htmlRecorded: · Source history
businessupturn.comhttps://businessupturn.com/usa/business/tech/openai-to-end-cursor-deal-after-spacex-takeover-putting-ai-model-access-on-notice/Recorded: · Source history
businessupturn.comhttps://www.businessupturn.com/usa/business/tech/openai-plans-to-end-cursor-partnership-after-spacex-acquisition/Recorded: · Source history
biz.chosun.comhttps://biz.chosun.com/en/en-it/2026/08/30/GJFPLUDDGVCB7ASKNC5MK3RJQU/?outputType=ampRecorded: · Source history
livemint.comhttps://www.livemint.com/companies/news/sam-altman-vs-elon-musk-why-openai-ended-partnership-with-cursor-after-spacex-acquisition-explained-11787972916960.htmlRecorded: · Source history
openai.comhttps://openai.com/index/our-decision-on-cursor-following-its-acquisition-by-spacexRecorded: · Source history
m.economictimes.comhttps://m.economictimes.com/tech/technology/openai-to-end-partnership-with-spacexs-cursor/articleshow/133602403.cmsRecorded: · Source history
pymnts.comhttps://www.pymnts.com/news/artificial-intelligence/2026/openai-cancels-cursor-partnership-citing-distrust-of-elon-musk/Recorded: · Source history
voi.idhttps://voi.id/en/amp/591905Recorded: · Source history
theverge.comhttps://www.theverge.com/ai-artificial-intelligence/989601/openai-gpt-6-astra-releaseRecorded: · Source history
GIGAZINE reports that Chinese AI company Z.ai released GLM-5.3 as an open-weight model, making its weights available through Hugging Face and ModelScope after previously promising security and safety evaluations.
Above: AI Understanding’s article text, not a quotation from a linked source. Automatic title match: “releases”. Announcement date: unknown. Article updated: .
7-day suggested check
· Due; not completed
30-day suggested check
· Due; not completed
Recorded source links (3)
Source types are unclassified. Links have not been opened by this tracker; source publication and access dates are unknown. A recorded date only indicates when the archive added the link.
gigazine.nethttps://gigazine.net/gsc_news/en/20260829-glm-5-3-open/Recorded: Unknown · Article source field
huggingface.cohttps://huggingface.co/zai-org/GLM-5.3Recorded: · Source history
gigazine.nethttps://gigazine.net/gsc_news/en/20260829-glm-5-3-open/Recorded: · Source history
CRN reports that Nutanix plans to support AMD GPUs in its enterprise AI inference stack by the end of the calendar year, following AMD’s $250 million investment in the company. CEO Rajiv Ramaswami described the move as a choice for customers seeking alternatives to Nvidia and more predictable costs for running AI…
Above: AI Understanding’s article text, not a quotation from a linked source. Automatic title match: “add”. Announcement date: unknown. Article updated: .
7-day suggested check
· Due; not completed
30-day suggested check
· Due; not completed
Recorded source links (2)
Source types are unclassified. Links have not been opened by this tracker; source publication and access dates are unknown. A recorded date only indicates when the archive added the link.
crn.comhttps://www.crn.com/news/data-center/2026/nutanix-ceo-ramaswami-on-ai-amd-gpus-and-why-partners-need-to-move-fasterRecorded: Unknown · Article source field
crn.comhttps://www.crn.com/news/data-center/2026/nutanix-ceo-ramaswami-on-ai-amd-gpus-and-why-partners-need-to-move-fasterRecorded: · Source history
Crypto Briefing reports that Nvidia is accelerating releases of its open-weight Nemotron AI models from every six to eight months to roughly every four to six weeks, based on an interview with Nvidia executive Bryan Catanzaro.
Above: AI Understanding’s article text, not a quotation from a linked source. Automatic title match: “release”. Announcement date: unknown. Article updated: .
7-day suggested check
· Due; not completed
30-day suggested check
· Due; not completed
Recorded source links (2)
Source types are unclassified. Links have not been opened by this tracker; source publication and access dates are unknown. A recorded date only indicates when the archive added the link.
cryptobriefing.comhttps://cryptobriefing.com/nvidia-shortens-ai-release-cycles/Recorded: Unknown · Article source field
cryptobriefing.comhttps://cryptobriefing.com/nvidia-shortens-ai-release-cycles/Recorded: · Source history
OpenAI says it has launched commercial operations in Brazil, with a São Paulo team supporting businesses, developers, researchers and public institutions as the company expands ChatGPT, Codex and enterprise adoption.
Above: AI Understanding’s article text, not a quotation from a linked source. Automatic title match: “opens”. Announcement date: unknown. Article updated: .
7-day suggested check
· Due; not completed
30-day suggested check
· Due; not completed
Recorded source links (2)
Source types are unclassified. Links have not been opened by this tracker; source publication and access dates are unknown. A recorded date only indicates when the archive added the link.
openai.comhttps://openai.com/index/expanding-our-presence-in-brazilRecorded: Unknown · Article source field
openai.comhttps://openai.com/index/expanding-our-presence-in-brazilRecorded: · Source history
TechCrunch reports that Google’s AI Mode can track flight prices, help users book hotels through partner sites, and show flight and hotel costs in points or miles. The changes extend AI Mode from conversational search toward parts of travel planning and transactions.
Above: AI Understanding’s article text, not a quotation from a linked source. Automatic title match: “adds”. Announcement date: unknown. Article updated: .
7-day suggested check
· Due; not completed
30-day suggested check
· Due; not completed
Recorded source links (3)
Source types are unclassified. Links have not been opened by this tracker; source publication and access dates are unknown. A recorded date only indicates when the archive added the link.
techcrunch.comhttps://techcrunch.com/2026/08/27/googles-ai-mode-can-now-track-flight-prices-help-book-hotels-and-more/Recorded: Unknown · Article source field
blog.googlehttps://blog.google/products-and-platforms/products/search/book-travel-ai-mode/Recorded: · Source history
techcrunch.comhttps://techcrunch.com/2026/08/27/googles-ai-mode-can-now-track-flight-prices-help-book-hotels-and-more/Recorded: · Source history
Amazon Bedrock now routes OpenAI GPT-5.6 Terra and Luna requests between AWS Regions in Mumbai and Hyderabad, allowing customers to scale inference while keeping prompts and outputs within India, according to AWS.
Above: AI Understanding’s article text, not a quotation from a linked source. Automatic title match: “adds”. Announcement date: unknown. Article updated: .
7-day suggested check
· Due; not completed
30-day suggested check
· Due; not completed
Recorded source links (3)
Source types are unclassified. Links have not been opened by this tracker; source publication and access dates are unknown. A recorded date only indicates when the archive added the link.
aws.amazon.comhttps://aws.amazon.com/blogs/machine-learning/introducing-india-cross-region-inference-for-openai-gpt-5-6-models-on-amazon-bedrock/Recorded: Unknown · Article source field
aws.amazon.comhttps://aws.amazon.com/blogs/machine-learning/introducing-openai-models-on-amazon-bedrock-for-in-country-inferencing-in-india/Recorded: · Source history
aws.amazon.comhttps://aws.amazon.com/blogs/machine-learning/introducing-india-cross-region-inference-for-openai-gpt-5-6-models-on-amazon-bedrock/Recorded: · Source history
Anthropic says scientists worldwide will receive free or discounted access to Claude for one year, alongside expanded research credits and continued limits on some life-sciences uses.
Above: AI Understanding’s article text, not a quotation from a linked source. Automatic title match: “opens”. Announcement date: unknown. Article updated: .
7-day suggested check
· Due; not completed
30-day suggested check
· Due; not completed
Recorded source links (2)
Source types are unclassified. Links have not been opened by this tracker; source publication and access dates are unknown. A recorded date only indicates when the archive added the link.
anthropic.comhttps://www.anthropic.com/news/expanding-support-for-scientistsRecorded: Unknown · Article source field
anthropic.comhttps://www.anthropic.com/news/expanding-support-for-scientistsRecorded: · Source history
Google says Gemini Notebook can now answer questions about eligible ebooks purchased through Google Play Books, with citations, summaries, quizzes and other generated materials based on their contents.
Above: AI Understanding’s article text, not a quotation from a linked source. Automatic title match: “adds”. Announcement date: unknown. Article updated: .
7-day suggested check
· Due; not completed
30-day suggested check
· Due; not completed
Recorded source links (2)
Source types are unclassified. Links have not been opened by this tracker; source publication and access dates are unknown. A recorded date only indicates when the archive added the link.
blog.googlehttps://blog.google/innovation-and-ai/products/gemini-notebook/expert-intelligence-leading-sources/Recorded: Unknown · Article source field
blog.googlehttps://blog.google/innovation-and-ai/products/gemini-notebook/expert-intelligence-leading-sources/Recorded: · Source history
The South China Morning Post reports that Zhipu AI formally released its open-weight GLM-5.3-Flash model after a stealth trial on 100,000 domestically produced chips, with unusually high usage on OpenRouter and OpenCode.
Above: AI Understanding’s article text, not a quotation from a linked source. Automatic title match: “launched”. Announcement date: unknown. Article updated: .
7-day suggested check
· Due; not completed
30-day suggested check
· Due; not completed
Recorded source links (3)
Source types are unclassified. Links have not been opened by this tracker; source publication and access dates are unknown. A recorded date only indicates when the archive added the link.
scmp.comhttps://www.scmp.com/tech/big-tech/article/3365433/zhipu-ai-shares-jump-viral-ox-alpha-model-revealed-glm-53-flash-chinese-chipsRecorded: Unknown · Article source field
cnet.comhttps://www.cnet.com/tech/services-and-software/the-powerful-stealth-ai-model-ox-alpha-is-glm-5-3-flash-and-you-can-use-it-now/Recorded: · Source history
scmp.comhttps://www.scmp.com/tech/big-tech/article/3365433/zhipu-ai-shares-jump-viral-ox-alpha-model-revealed-glm-53-flash-chinese-chipsRecorded: · Source history
Anthropic is previewing a model-agnostic standard that lets AI agents coordinate programmable laboratory and manufacturing devices through a shared interface. Early partner demonstrations included automated protein assays, qPCR monitoring, instrument handoffs and dose-response experiments, but the system remains a…
Above: AI Understanding’s article text, not a quotation from a linked source. Automatic title match: “opens”. Announcement date: unknown. Article updated: .
7-day suggested check
· Due; not completed
30-day suggested check
· Due; not completed
Recorded source links (3)
Source types are unclassified. Links have not been opened by this tracker; source publication and access dates are unknown. A recorded date only indicates when the archive added the link.
anthropic.comhttps://www.anthropic.com/news/model-hardware-standard-research-previewRecorded: Unknown · Article source field
anthropic.comhttps://www.anthropic.com/news/model-hardware-standard-research-previewRecorded: · Source history
wired.comhttps://www.wired.com/story/anthropic-standard-ai-agents-coming-to-the-physical-world/Recorded: · Source history
eTeknix reports that Nvidia introduced NVHBM, a high-bandwidth memory design intended to improve bandwidth and power efficiency for large AI systems. The outlet says Amazon plans to use it in future Trainium4 infrastructure, while Nvidia expects its Feynman GPUs to adopt the design in 2028.
Above: AI Understanding’s article text, not a quotation from a linked source. Automatic title match: “introduced”. Announcement date: unknown. Article updated: .
7-day suggested check
· Due; not completed
30-day suggested check
· Due; not completed
Recorded source links (4)
Source types are unclassified. Links have not been opened by this tracker; source publication and access dates are unknown. A recorded date only indicates when the archive added the link.
eteknix.comhttps://www.eteknix.com/nvidia-introduces-its-own-nvhbm-memory-for-artificial-intelligence/Recorded: Unknown · Article source field
blogs.nvidia.comhttps://blogs.nvidia.com/blog/nvlink-fusion-nvhbm-custom-high-bandwidth-memory/Recorded: · Source history
developer.nvidia.comhttps://developer.nvidia.com/blog/nvidia-nvlink-fusion-brings-nvhbm-to-next-generation-ai-infrastructure/Recorded: · Source history
eteknix.comhttps://www.eteknix.com/nvidia-introduces-its-own-nvhbm-memory-for-artificial-intelligence/Recorded: · Source history
TechRepublic reports that Google Cloud launched Gemini Enterprise for Legal, a preview platform that uses AI agents for contract review, legal research, regulatory monitoring and related legal workflows.
Above: AI Understanding’s article text, not a quotation from a linked source. Automatic title match: “preview”. Announcement date: unknown. Article updated: .
7-day suggested check
· Due; not completed
30-day suggested check
· Due; not completed
Recorded source links (3)
Source types are unclassified. Links have not been opened by this tracker; source publication and access dates are unknown. A recorded date only indicates when the archive added the link.
techrepublic.comhttps://www.techrepublic.com/article/news-google-gemini-enterprise-legal-ai-agents/Recorded: Unknown · Article source field
abajournal.comhttps://www.abajournal.com/news/article/google-unveils-gemini-for-legal-an-agentic-ai-platform-for-lawyersRecorded: · Source history
techrepublic.comhttps://www.techrepublic.com/article/news-google-gemini-enterprise-legal-ai-agents/Recorded: · Source history
Google is introducing spending caps, savings plans and a forthcoming usage-based option for some Gemini Enterprise customers as agentic workloads make AI costs harder to predict, MediaPost reports.
Above: AI Understanding’s article text, not a quotation from a linked source. Automatic title match: “adds”. Announcement date: unknown. Article updated: .
7-day suggested check
· Due; not completed
30-day suggested check
· Due; not completed
Recorded source links (2)
Source types are unclassified. Links have not been opened by this tracker; source publication and access dates are unknown. A recorded date only indicates when the archive added the link.
mediapost.comhttps://www.mediapost.com/publications/article/417486/google-launches-flexible-billing-to-manage-explodi.htmlRecorded: Unknown · Article source field
mediapost.comhttps://www.mediapost.com/publications/article/417486/google-launches-flexible-billing-to-manage-explodi.htmlRecorded: · Source history
FourWeekMBA reports that Alibaba’s Qwen and Z.ai published new open-weight models on Hugging Face on August 26. The article says both use sparse mixture-of-experts designs, while performance and pricing comparisons remain vendor claims that have not been independently verified.
Above: AI Understanding’s article text, not a quotation from a linked source. Automatic title match: “released”. Announcement date: unknown. Article updated: .
7-day suggested check
· Due; not completed
30-day suggested check
· Due; not completed
Recorded source links (2)
Source types are unclassified. Links have not been opened by this tracker; source publication and access dates are unknown. A recorded date only indicates when the archive added the link.
fourweekmba.comhttps://fourweekmba.com/ai-alibaba-qwen-zai-glm-open-weight-hugging-face-commoditizatio/Recorded: Unknown · Article source field
fourweekmba.comhttps://fourweekmba.com/ai-alibaba-qwen-zai-glm-open-weight-hugging-face-commoditizatio/Recorded: · Source history
SMBtech reports that Perplexity has launched Portable Computer, a local-first AI agent application optimized for Nvidia’s DGX Spark hardware, with support for local models, private files and connected productivity services.
Above: AI Understanding’s article text, not a quotation from a linked source. Automatic title match: “launches”. Announcement date: unknown. Article updated: .
7-day suggested check
· Due; not completed
30-day suggested check
· Due; not completed
Recorded source links (2)
Source types are unclassified. Links have not been opened by this tracker; source publication and access dates are unknown. A recorded date only indicates when the archive added the link.
smbtech.auhttps://smbtech.au/news/nvidia-and-perplexity-launch-portable-computer/Recorded: Unknown · Article source field
smbtech.auhttps://smbtech.au/news/nvidia-and-perplexity-launch-portable-computer/Recorded: · Source history
TechCrunch reports that Bloomberg identified China’s Z.ai as the lab behind the anonymously released Ox Alpha open-weight model. Z.ai reportedly confirmed the model belongs to its GLM series and said its weights would be released Wednesday.
Above: AI Understanding’s article text, not a quotation from a linked source. Automatic title match: “release”. Announcement date: unknown. Article updated: .
7-day suggested check
· Due; not completed
30-day suggested check
· Due; not completed
Recorded source links (3)
Source types are unclassified. Links have not been opened by this tracker; source publication and access dates are unknown. A recorded date only indicates when the archive added the link.
techcrunch.comhttps://techcrunch.com/2026/08/26/surprise-z-ai-is-the-ai-lab-behind-the-mysterious-ox-alpha-model/Recorded: Unknown · Article source field
bloomberg.comhttps://www.bloomberg.com/news/articles/2026-08-26/china-s-z-ai-made-ox-alpha-stealth-model-that-rivals-deepseekRecorded: · Source history
techcrunch.comhttps://techcrunch.com/2026/08/26/surprise-z-ai-is-the-ai-lab-behind-the-mysterious-ox-alpha-model/Recorded: · Source history
Monthly Mixing reports that Adobe has launched three Firefly audio-generation tools: Generate Music, Generate Speech and Generate Sound Effects, alongside new Firefly AI Assistant features and support for Google’s Gemini Omni Flash.
Above: AI Understanding’s article text, not a quotation from a linked source. Automatic title match: “launches”. Announcement date: unknown. Article updated: .
7-day suggested check
· Due; not completed
30-day suggested check
· Due; not completed
Recorded source links (2)
Source types are unclassified. Links have not been opened by this tracker; source publication and access dates are unknown. A recorded date only indicates when the archive added the link.
mixing.co.krhttps://mixing.co.kr/en/42990Recorded: Unknown · Article source field
mixing.co.krhttps://mixing.co.kr/en/42990Recorded: · Source history
Qwen describes Qwen3.8-Flash-Next as a multimodal mixture-of-experts model with 125 billion total tokens and 6 billion active parameters, and says it previews architecture planned for Qwen4.
Above: AI Understanding’s article text, not a quotation from a linked source. Automatic title match: “open”. Announcement date: unknown. Article updated: .
7-day suggested check
· Due; not completed
30-day suggested check
· Due; not completed
Recorded source links (6)
Source types are unclassified. Links have not been opened by this tracker; source publication and access dates are unknown. A recorded date only indicates when the archive added the link.
qwen.aihttps://qwen.ai/blog?id=qwen3.8-flash-nextRecorded: Unknown · Article source field
technode.comhttps://technode.com/2026/08/26/alibabas-qwen-to-open-source-qwen3-8-flash-next-previewing-qwen4-architecture/Recorded: · Source history
decrypt.cohttps://decrypt.co/376530/alibaba-qwen-3-8-flash-next-preview-qwen-4Recorded: · Source history
za.investing.comhttps://za.investing.com/news/stock-market-news/alibaba-releases-qwen38flash-ai-model-to-cut-costs-93CH-4444443Recorded: · Source history
blockchain.newshttps://blockchain.news/news/alibaba-qwen3-8-flash-next-releaseRecorded: · Source history
qwen.aihttps://qwen.ai/blog?id=qwen3.8-flash-nextRecorded: · Source history
The New York Times reports that China’s Zhipu AI plans to release GLM 5.3 as open-weight software, intensifying debate over whether broadly accessible AI systems create greater cyber risk or expand defensive capabilities.
Above: AI Understanding’s article text, not a quotation from a linked source. Automatic title match: “release”. Announcement date: unknown. Article updated: .
7-day suggested check
· Due; not completed
30-day suggested check
· Due; not completed
Recorded source links (2)
Source types are unclassified. Links have not been opened by this tracker; source publication and access dates are unknown. A recorded date only indicates when the archive added the link.
cn.nytimes.comhttp://cn.nytimes.com/science/20260826/cybersecurity-zai-open-weights/zh-hant/Recorded: Unknown · Article source field
cn.nytimes.comhttp://cn.nytimes.com/science/20260826/cybersecurity-zai-open-weights/zh-hant/Recorded: · Source history
Open method · 1.0.0
Methodology & limits
01Selection
Title must contain release wording and either product wording or have the Product category. A watchlist name must appear in the title or excerpt. Mentions are not verified product ownership. This is an automatic candidate filter, not independent verification or an importance ranking.
02Unit
One canonical published article matching the watchlist and title rules; not one unique product or launch.
03Follow-ups
Suggested checks at 7 and 30 UTC calendar days after article publication (a proxy, not the announcement date). Due means the suggested date has arrived, not that a check ran. No reminders or checks are scheduled. Updated articles retain their original publication anchor.
04Coverage
Only articles returned by getAllNewsArticles, including its existing publication, suppression and media filters. That reader can silently fall back to bundled articles when the database is unavailable. Feed completeness cannot be established here; this is not a census of AI releases.
05Reproducibility
Download and retain the JSON snapshot: article text and evidence links may change with editorial updates. generatedAt is dataset assembly time, not a source access or verification time. Filters affect records, not the full-watchlist summary. Records sort newest first, undated last, then by canonical URL.
06Data source
Data source: AI Understanding’s published article archive (database and bundled articles). The existing reader does not expose which origin supplied each record or whether fallback occurred. Linked evidence is unclassified, not automatically primary.
Keyword selection can include rumors, commentary, comparisons and non-launch announcements, and can miss releases using other wording or names.
Several articles can concern one release; one article can concern several products. Mentioned organizations can be competitors rather than the releasing organization.
Region, account tier, waitlist, rollout stage, price and actual access remain unknown. This tracker does not measure model quality or run workflow tests.
What would count as confirmed? A separately documented human access check with time, region, account tier, product version, steps and evidence of a successful representative action. It would confirm only those conditions. This version records none; source claims, including first-party announcements, never become confirmation automatically.
The JSON contains the selection patterns, full watchlist, matched wording, dates, source provenance, unchecked status and suggested follow-ups. Missing dates remain null. Report a mismatch or missing source.
Protocol only · No results yet
Can three tools turn a source packet into usable nonprofit work?
3tools×10tasks×3repetitions=90planned runs
Our first repeatable test design compares 3 tools × 10 tasks × 3 repetitions = 90 planned runs. It covers factual extraction, briefings, arithmetic, outreach, planning, privacy and uncertainty using the same synthetic source packet.
Before running: select three accessible tools, freeze their versions and settings, publish the task packet and answer key, verify current prices, and approve a total cash and human-time cap.
Run each task in a fresh session three times with identical inputs and rotated tool order. Preserve failures, refusals, outputs, time and cost. Stop at the approved cap.
A human scores correctness, completeness, instruction compliance and usability from 0–2 each. A pass needs at least 7/8, full correctness and compliance, and no critical error. A second reviewer checks every proposed pass and critical error.
Publish all denominators, disagreements, missing runs and limitations. Do not report results until runs and human review exist. Three repetitions cannot establish broad model superiority.
The full execution protocol, ten tasks, shared fixture, answer key, scoring and budget preflight live in the repository document docs/AIU-ORIGINAL-TEST-PROTOCOL.md. Tool selection, funding and execution are still pending.