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Artificial intelligence (AI) is reshaping mechanical engineering (ME), from modeling, simulation, and optimization to diagnostics, design, a
Matched 2-1 · ruleset e6b37238cc27 — arXiv preprint (cs.AI) presenting a research paper on AI in mechanical engineering; link points to the original arXiv abstract page, satisfying the research-artifact requirement of rule 2-1.
Prospect theory splits risky choice into three parts: loss aversion, measured by the relative weight of losses to gains, $$ (e.g., $ = 2$ im
Matched 2-1 · ruleset e6b37238cc27 — arXiv preprint (cs.AI) presenting a meta-analysis of prospect theory in large language models, with a direct link to the original paper on arxiv.org — new AI research artifact under rule 2-1.
Anthropic’s S-1 filing is hundreds of pages long—and it leaves out quite a few financial details. “Anthropic owes investors more information,” one analyst tells WIRED.
Matched 3-1 · ruleset e6b37238cc27 — WIRED reports Anthropic's IPO prospectus/S-1 filing and omitted financial details, an AI industry business event (financing), covered by a reputable media report on wired.com.
Anna Tong / Forbes: Anthropic's IPO outlines an unusual succession plan: confidential, ranked lists of up to ten successors per founder, subject to approval from five cofounders — Anthropic's IPO includes a private line of succession: confidential lists of would-be heirs to its f
Matched 3-1 · ruleset e6b37238cc27 — Anthropic IPO details (succession plan, corporate governance) are an AI industry business/financing event, reported via Techmeme citing Forbes' Anna Tong, satisfying rule 3-1's requirement for a reputable media report.
IEEE recently released the IEEE Xplore AI Research Suite, built on the full text of millions of peer-reviewed publications in the IEEE Xplore Digital Library. The library offers full-text access to IEEE standards, journals, magazines, conference proceedings, and more. Researchers
Matched 3-1 · ruleset e6b37238cc27 — Reports a non-model product launch: IEEE released the IEEE Xplore AI Research Suite/AI assistant for its digital library, covered by IEEE Spectrum, a reputable publication. No named AI model or research artifact, so it belongs under the industry rule.
[Bugfix][MRV2] Skip adaptive verification cost profiling in the CUDA …
Matched 5-1 · ruleset e6b37238cc27 — vLLM is an open-source LLM serving framework; the item announces release v0.33.0rc0 with a link to the GitHub repository release page, matching the rule for open-source library/framework releases.
Anthropic has finally filed its S-1 prospectus with the SEC, a document designed to give investors a look under the hood of its business, from how much its executives are making and plans for spending its IPO billions to the risks that could derail its ambitions. At more than 300
Matched 3-1 · ruleset e6b37238cc27 — Anthropic's IPO S-1 filing is an AI industry business/financing event, reported by The Verge, a reputable media outlet with a dated article link.
The financing gives SpaceX another way to fund its rapidly expanding AI ambitions without relying solely on traditional debt markets.
Matched 3-1 · ruleset e6b37238cc27 — TechCrunch reports SpaceX securing a $40B GPU financing deal with Apollo — an AI industry financing event, with a link to a reputable media report. Not a model/capability release or OSS tooling, so industry rule applies.
Anthropic on Monday filed documents ahead of a blockbuster IPO that offers insight into the company’s financials, risk factors, and views on the future of AI.
Matched 3-1 · ruleset e6b37238cc27 — Anthropic's IPO filing is an AI industry business/financing event reported by Wired, a reputable media outlet, linking to its coverage.
OpenAI shares model results on the Kakeya conjecture, Exponential Time Hypothesis, and quantum chromodynamics—and how researchers can verify
Matched 2-1 · ruleset e6b37238cc27 — OpenAI post reports new research results (model results on the Kakeya conjecture, Exponential Time Hypothesis, and quantum chromodynamics) with a link to the official OpenAI source, matching the research rule rather than a model or product launch.
Patronizing and condescending language (PCL) is a form of harmful language that belittles and assumes pity for vulnerable groups, reinforcin
Matched 2-1 · ruleset e6b37238cc27 — arXiv preprint reporting new AI research (patronizing/condescending language detection in English and Mandarin), with a direct link to the original paper on arxiv.org. Matches research rule 2-1.
Scientific computing increasingly relies on large language model-based agents for performance engineering tasks such as instrumentation, ana
Matched 2-1 · ruleset e6b37238cc27 — New arXiv preprint (announce type: new) presenting a learning paradigm for LLM-based agents, with a direct link to the paper on arxiv.org — a research artifact under rule 2-1.
Article URL: https://github.com/KrushnaVardhanReddy/PaperPilot Comments URL: https://news.ycombinator.com/item?id=50238739 Points: 3 # Comments: 0
Matched 5-1 · ruleset e6b37238cc27 — Title announces an open-source developer tool (PaperPilot, a pure-Rust PDF engine with WASM and MCP), linked directly to its GitHub repository, matching the open-source tooling rule.
Cailey Gleeson / Fierce Healthcare: Baba, which develops AI tools to help Medicare and Medicaid patients connect to care teams and handle advocacy tasks, raised a $40M Series A led by FirstMark — Applied artificial intelligence company Baba secured $40 million in series A funding
Matched 3-1 · ruleset e6b37238cc27 — Baba raised a $40M Series A led by FirstMark — a financing event reported by Fierce Healthcare (named author Cailey Gleeson) via Techmeme, matching the industry business-event rule (no model release or policy action involved).
On Thursday, Pennsylvania Governor Josh Shapiro signed the Artificial Intelligence Deceptive Advertising Act into law, requiring disclosures on AI-generated ads. The law requires any ad - whether it's a still image, video, audio, or text - that "has been significantly modified or
Matched 4-1 · ruleset e6b37238cc27 — Pennsylvania governor signed the AI Deceptive Advertising Act into law, requiring disclosures on AI-generated ads — a new state law with a reputable media report link (The Verge).
Speech Ollama can now generate speech on macOS. ollama run plays text or a chat model's reply aloud as the audio is generated, and apps can stream audio through the OpenAI-compatible /v1/audio/speech endpoint. ollama run phonon "Hello from Ollama." d3 decision models d3 brings vL
Matched 5-1 · ruleset e6b37238cc27 — GitHub release v0.40.11 of Ollama, an open-source AI developer tool, announcing a library/tool update adding speech generation and new model support, with a link to the repository release page. Matches the tools & OSS rule rather than a named-model release.
Block said that the voice model can run locally on a MacBook M4 Max
Matched 3-1 · ruleset e6b37238cc27 — TechCrunch reports Block's new voice model launch; no official owner announcement or named model line, so it is media-only model launch coverage under the industry rule rather than group 1.
Article URL: https://github.com/Zagitta/gpu-unlock Comments URL: https://news.ycombinator.com/item?id=50219700 Points: 31 # Comments: 20
Matched 5-1 · ruleset e6b37238cc27 — GitHub repo announcement of gpu-unlock, a developer tool that unlocks FP/BF16 instruction issue rates on Nvidia 3000-series cards; linked directly to the repository, matching the open-source developer tooling rule.
mlxrunner: import and list Phonon catalog voices docs: document Phonon voices
Matched 5-1 · ruleset e6b37238cc27 — Release of the open-source Ollama framework (v0.40.11-rc0) adding a Phonon voice catalog, linked to the official GitHub repository release page; qualifies as an OSS framework/developer tool update under rule 5-1.
Rocket Drew / The Information: Utopai, an AI film studio that says it has more than 20 projects in the works, raised $60M at a $1B valuation — While much of the AI industry has fixated on new personal AI assistants from Meta and OpenAI, video AI is enjoying a quiet renaissance. H
Matched 3-1 · ruleset e6b37238cc27 — Reports an AI industry financing event: Utopai, an AI film studio, raised $60M at a $1B valuation, sourced to The Information via Techmeme. No model release, research artifact, policy action, or OSS tool involved.
Meir Orbach / CTech: Mave, which is developing an AI-driven tool to automate security investigations, raised a $28M Series A led by Red Dot, bringing its total funding to $34M — The funding, led by Red Dot Capital Partners, brings Mave's total funding to $34 million. The company
Matched 3-1 · ruleset e6b37238cc27 — Item reports an AI industry financing event: Mave raised a $28M Series A led by Red Dot, bringing total funding to $34M, sourced from a named reporter (Meir Orbach/CTech) via Techmeme, matching the industry financing rule.
NVIDIA Nemotron 3.5 Bolt E4B Nemotron 3.5 Bolt E4B is NVIDIA’s smaller, Gemma 4-based vision-language model for fast local conversations, image understanding, and tool use. It supports a 128K-token context window. The model includes a DFlash draft for speculative decoding. ollama
Matched 5-1 · ruleset e6b37238cc27 — Ollama release v0.40.10 (GitHub repo release) is a developer tool/library update adding support for NVIDIA Nemotron 3.5 Bolt E4B, a vision-language model with 128K context and speculative decoding. Rule 1-1 is not met because the link is not the model owner's official announcement page, so it falls
Katherine Davis / Axios: Pathos AI, which uses AI to develop oncology drugs, raised a $237M Series E at a $3B post-money valuation, up from a $1.6B valuation in May 2025 — Precision oncology biotech Pathos AI said Friday it raised a $237 million Series E round at a $3 billion pos
Matched 3-1 · ruleset e6b37238cc27 — Title and summary report an AI industry financing event: Pathos AI, an AI drug-discovery biotech, raised a $237M Series E at a $3B post-money valuation. This is a funding/deal event, not a model release, research artifact, or OSS tool, so it matches industry rule 3-1; the link points to a reputable
inDrive plans to begin testing Pony.ai's robotaxis in Kazakhstan's capital in the first half of 2027.
Matched 3-1 · ruleset e6b37238cc27 — Partnership/business event: inDrive plans robotaxi tests with Pony.ai and Nvidia, reported by TechCrunch (reputable media) with link. No official owner model-release announcement, so group 1 does not apply.
Speech Ollama can now generate speech with Phonon on Apple Silicon. ollama run plays text or a chat model's reply aloud as the audio is generated, and apps can stream audio through the OpenAI-compatible /v1/audio/speech endpoint. ollama run phonon "Hello from Ollama." d3 decision
Matched 5-1 · ruleset e6b37238cc27 — Ollama release v0.40.9 is a framework/tooling update: it adds speech generation with Phonon and an OpenAI-compatible /v1/audio/speech streaming endpoint, linked to the official GitHub releases page for the Ollama repository.
OpenAI and Poland’s NASK are partnering on AI safety, security, and technical research to strengthen safeguards and support a more resilient digital ecosystem.
Matched 3-1 · ruleset e6b37238cc27 — Partnership announcement between OpenAI and Poland's NASK on AI safety and security; a business/partnership event, not a model release. Linked to OpenAI's own site announcement, so included under industry rule 3-1.
Should OpenAI command an over $1 trillion valuation with this round, it would break records as the most highly valued private company ever.
Matched 3-1 · ruleset e6b37238cc27 — Reports an AI industry financing event: OpenAI raising a $30B round at a $1.25T valuation ahead of an IPO, covered by TechCrunch, a reputable media outlet with a dated article.
Mars not depicted. | Image: Cath Virginia / The Verge, Getty Images Oh sure, SpaceX's credit risk is pretty high because it's about to borrow another $40 billion to spend on Nvidia chips, but who cares about that? SpaceX and Tesla have formed special committees to discuss a merge
Matched 3-1 · ruleset e6b37238cc27 — Reports a corporate/M&A business event: SpaceX and Tesla forming special committees to discuss a merger, plus capital spending on Nvidia chips. Covered by a reputable media report (The Verge), matching the industry business events rule.
The new feature allows agents to log into a customer's personal accounts while still protecting the private credentials that secure those accounts.
Matched 3-1 · ruleset e6b37238cc27 — 1Password launched a non-model product feature letting AI agents log in on users' behalf; covered by TechCrunch, a reputable media report, matching the industry business/non-model product launch rule.
Fast, focused, low-cost decisions for any application.
Matched 3-1 · ruleset e6b37238cc27 — OpenAI announces a non-model product launch (Decisions API) with a link to the official company announcement on openai.com, fitting the industry business/product launch rule rather than a model release or OSS tool.
Amazon SageMaker AI training session APIs let you write your own LLM training loop (SFT, RL, or custom objectives) in a Python script while the service runs the GPUs. This post introduces the programming model and three SDK clients, then walks through a GRPO loop on GSM8K and a r
Matched 3-1 · ruleset e6b37238cc27 — Announces a non-model product launch: Amazon SageMaker AI training session APIs (an infrastructure/developer service feature, not a model). Link is AWS's own blog on aws.amazon.com, i.e. a company announcement, fitting group 3 for non-model product launches; proprietary product so excluded from tool
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Model Releases New AI models, major versions, and capability announcements from model owners.
Include an item when ALL of the following hold: 1. Named model. The title or summary names a specific AI model or model line from a named lab, company, or product owner. A generic phrase such as "our new model" is not a name. 2. Release action. The item announces availability of (a) a new model, (b) a major version, or (c) a new model capability. For this rule, "major version" means a version the owner labels as major on the announcement page, or a version number of the form N.0 (N >= 1). For this rule, "new model capability" means a change to what the model can do (new modality, tool use, or context-length class), not a UI, pricing, hiring, or partnership update. 3. Evidence link. The item links to either (a) an official announcement page on the owner's site (blog, model card, or release page), or (b) a full news article on a domain that is not the owner's domain, with a named author and a publication date. If both (a) and (b) exist, classify under this rule using (a). Exclude generic product features, infrastructure, financing, and partnerships (those belong under group 3 or 5). Media-only launches with no official owner link stay under this rule; do not also count a media repost when an official owner link is present.
Research AI research papers, preprints, and academic publications.
Include items that report new AI research results: peer-reviewed papers, arXiv preprints, or major benchmark releases, with a link to the original paper or official source. Do not use this rule for industry news, product launches, or commentary without a research artifact.
Industry AI industry business events: financing, M&A, partnerships, product launches.
Include items that report AI industry business events: financing, M&A, partnerships, market/revenue data, or non-model product launches, with a link to a company announcement, deal announcement, or reputable media report. If the item is a model/capability release with an official owner announcement, use group 1 instead; if it is open-source tooling, use group 5. Media-only coverage of a model launch (no official owner link) stays under this group.
Policy AI regulation, government actions, and policy developments.
Include items that report AI policy, regulation, or government action: new laws, executive orders, regulatory enforcement, or official policy announcements, with a link to the official document or reputable source. Do not use this rule for industry self-regulation or commentary without a policy action.
Tools & OSS Open-source AI tools, frameworks, and developer resources.
Include items that announce new open-source AI tools, frameworks, or developer resources: library releases, framework updates, or developer tool launches, with a link to the repository or official announcement. Do not use this rule for proprietary product features or industry business events.
What this is — The first live CANON instance (github.com/larrymou/canon): constituents legislate inclusion rules on this repo, an AI editor applies only ratified rules, and GitHub publishes one shared 5-day window for everyone. Not a recommender.
Why this exists — Three failures we design against:
Designed forward — Rules and quotas evolve through CANON; we do not rewrite history to match.
CANON (paradigm: github.com/larrymou/canon) in three steps here — community legislates on Issues, AI judges only by enacted rules, and GitHub (code + history) is the neutral executor.
How to join — Propose a rule, vote 👍 / 👎 on issues labeled voting, or audit calls under decisions/. Full guide: CONTRIBUTING.md. Rules take ~8–14 days.
CANON paradigm This instance Contributing Meta-rules Active rules source Decisions Propose a rule