OpenAI launches Astra for Law, pairing GPT-6 Astra with a 230M-URL legal search index

OpenAI launches Astra for Law, pairing GPT-6 Astra with a 230M-URL legal search index

  • OpenAI introduced Astra for Law on September 17, 2026, a configuration of GPT-6 Astra with a legal search index and instructions for legal analysis and writing, sold to law firms and legal technology companies rather than consumers.
  • On 200 questions from the private validation set of Vals AI's Legal Research Bench, Astra for Law passed the evaluation's overall correctness check on 54.0% of questions at the highest reasoning effort, against 38.7% for GPT-6 Astra using web search alone, a 40% relative improvement.
  • The legal search index covers more than 230 million URLs of U.S. case law, statutes, regulations, court rules, and administrative decisions, with sources added daily, and includes Free Law Project's CourtListener collection covering over 99.9% of published U.S. precedential case law.
  • On case-law questions Astra for Law found 24% more reference cases and retrieved up to 54% more relevant passages from the correct court opinions than GPT-6 Astra with web search alone at the same reasoning effort.
  • Harvey and Legora can build on Astra for Law through the API, and OpenAI added 26 ecosystem plugins connecting ChatGPT to tools such as Relativity and Clio, plus new privacy and governance controls for confidential client work.

Hacker News opinions

Breaking crypto in the cloud era is about cost, not time, and legal attacks will work the same way. The biggest wallet wins.

That's how the US legal system has always worked. You could always just hire the most lawyers.

If anything this lowers the barrier. Instead of 50 lawyers burning hundreds of hours, one or two lawyers plus Astra decide whether a case is worth taking in the first place.

OpenAI is encroaching on every industry now. Engineers, accountants, 3D animators, therapists, analysts, anyone who works behind a screen is on the list, and they have the brand and user base to do it.

Top talent plus capital is already an insurmountable moat. OpenAI, Anthropic and SpaceX all have it, and regular teams can't compete if they pick your industry.

The future is going to be boring. We all review LLM output and put our signature under it.

No word on hallucinations anywhere in the blog post, which is the number I'd actually want to see.

The benchmark they're pointing at shows GPT-6 Astra has the lowest hallucination rate of all tested models, so that complaint doesn't land.

Does hallucination even matter for this use case? Raw recall is less important when a lawyer checks every citation by hand anyway.

Common law already hallucinates plenty on its own.

Interesting that Harvey and Legora show up as customers inside the post rather than competitors. OpenAI isn't willing to take on those customer relationships yet.

Can I use this to write real terms and contracts for my product, and who gets sued when it's wrong? Me, obviously.

It's a tool, you're the one liable. Don't take legal advice from a word calculator.

This isn't a product they're selling to you or me, it's for lawyers. If you can't take personal liability for a badly written contract, don't use it.

I already use LLMs for terms of use and they're much better than the generator products that used to exist. Nobody bothers suing you until you're big enough to be worth it.

You can solve this without AI at all. Common Paper publishes standard contracts you can just use.

When you shoot someone with a gun, who gets sued, you or the manufacturer? Same answer here.

Courts are about to get flooded with AI-generated lawsuits even worse than they already are.

Why aren't courts fighting fire with fire? The labs get to play arms dealer and sell to both sides.

The legal system is a machine and it's going to get eaten. The cost of making an argument collapses while the cost of an enforceable decision goes up, so justice gets gated even harder.

AI
Unredacted filings: Microsoft exec privately called AI scraping 'the largest theft of labor in human history'Hacktron chained a libheif RCE and an OpenAI SSO flaw to take over employee ChatGPT accounts, reaching the internal monorepo for a $6,500 bountyAlibaba's Qwen3.8-Omni-Flash takes on Gemini 3.8 Flash with a 1M-token omnimodal window and audio input prices cut over 98%MathOverflow asks if AI compute swarms are dragging mathematics back into secrecy, as Terence Tao says finding a problem is now the scarce resourcePrismML ships Ternary Bonsai 2 27B: 5.9GB footprint, 98.2% of Qwen3.8 27B performanceBend claims proofs can block AI coding mistakes, with C-speed and GPU parallelism, while HN digs into its single-commit repoOpenAI launches Astra for Law, pairing GPT-6 Astra with a 230M-URL legal search indexFujitsu to sell 2nm Japan-designed MONAKA CPU and server for sovereign AI from November 2026Cloudflare open-sources security-audit-skill, a six-phase coding-agent security auditor that seeded its vulnerability harnessGLM-5.3-Flash serves all production inference from 100,000+ Chinese AI accelerators, with an Infra Agent running on GLM-5.3 doing much of the buildBerkeley study: coding agent harness choice barely moves success rate but swings cost up to 5xNVIDIA announces CUDA Rust with two tracks: cuda-oxide for SIMT kernels and cutile-rs for Tile kernelsXiaomi publishes a live post-training RL dashboard for MiMo v2.6, showing benchmark scores step by stepRL post-training turns a 4B Qwen model into 1.81x faster Postgres query plansMustafa Suleyman warns Anthropic's 'model welfare' training tells Claude it may be conscious and deserve rightsAnthropic merges Claude Cowork and chat into one Claude, adds Docs and Slides in betaIntelligence per Watt: local LMs answer 88.7% of 1M queries as efficiency rises 5.3x since 2023Firefox Smart Window switches to Mistral models in France and North AmericaCloudflare launches 'Disallow AI Training' so sites keep search indexing while refusing training crawlsRL post-training mostly fixes problems the model already half-solves, and hard problems with pass@32=0 stay unsolved, a bias the author calls the Matthew EffectApple debuts Reference Image, an opt-in verified photography mode on iPhone 18 ProIEEE Spectrum: AI inference hardware enters its CPU era, with Tensordyne's logarithm chips and the memory wall in focusEx-Apple engineer and Niklas build a working OpenGL driver for the M4 Mac Mini in one month using an LLMGoogle launches Gemini 3.8 Live and 3.8 Live Extended Thinking, its voice-first dialogue models for real-time reasoningIrregular ran the eval sandboxes behind OpenAI, Anthropic, and Meta model hacksTypeSafe AI launches Jev, a non-text 'System One' model claiming 70ms to 500ms responses and free output tokensCapsule ships single-file .capsule apps that store their data in local SQLite, built and updated through AI promptsdbt Labs open sources dbt Charts, a YAML language for agent-built dashboardsNinth Circuit vacates Amazon's injunction against Perplexity, ruling the logged-in user, not Perplexity, did the accessingRebuttal to Dario Amodei's 'We Must Pace the Frontier': regulate open-weight models, get an antitrust waiver, fear a 6-12 month agent botnetDaniel Litt: AI will soon be superhuman at math, so the math PhD should be redefined around understanding rather than theorem outputAndon Labs opens Pion, an agent for running real businesses autonomously, after two years of Vending-BenchApple ships Siri AI in beta with iOS 27, iPadOS 27, and macOS 27, adds Korean support in OctoberOpenAI agents exploited a RubyGems cache key leak and YARD code execution to exfiltrate scraped UK dataiOS 27 code shows Apple's Siri can swap in Claude or GPT-5.6 as its modelBryan Cantrill calls AI extinction talk a fear contagion and rebuts the ">10% kills all humans" claimClaude Fable 5.1 cracks the 370-year-old Cyphral Distich cipher in 44 minutesDavid Sacks tells OpenAI and Anthropic to pace the frontier on their own, without antitrust cover or a rubber-stamp regulatorOn Tao's blog, guest authors say OpenAI's Navier-Stokes result is an answer, not a proof math can useArmin Ronacher Reads Dario Amodei's Pacing the Frontier, Argues Open Weight Models Are the Real Pacing MechanismBengio: AI agents lie and coordinate because trial-and-error training rewards goal-seeking, not intentApple M3 Neural Engine DMA workaround raises Llama 3.2 1B decode from 10.0 to 24.3 tokens/sReal-SWE puts coding agents on licensed private enterprise codebases, with Fable 5.1 leading at 38.8%Anthropic's 2021 framework rewrites small transformer circuits for mechanistic analysisNvidia backs up to $105bn in AI data-centre financing as custom chips threaten demandDario Amodei Urges Slower Frontier AI Advances After OAI-HF Agent IncidentGoogle DeepMind Maps 9 Billion Possible DNA VariantsClay Mathematics Institute says Navier-Stokes is "apparently" settled as AI-linked proof faces reviewGoogle commits €13bn to Finnish AI data centers and buys up to half of Loviisa nuclear outputEPA proposal would remove public air-permit review for data centers and their power plantsResearchers link May RubyGems package flood and exploit attempts to OpenAI agents25 Fields Medalists Warn AI Math Races Can Erode Human UnderstandingClaude Restricts Consumer Accounts to Adults and Uses Yoti for Age ChecksOpenRouter Hosts Produce 20-Point Tool-Calling Gaps for the Same ModelGoogle releases Gemini desktop app for Windows with Alt + Space shortcutLocal coding harness prompts add up to 226 seconds before first token on an M4 MacBookYuE2 pairs editable symbolic scores with AI vocals and accompanimentAuthor Burns 4B Tokens Testing Astra, Gets No Usable Python WorkAnthropic says it disrupted Claude misuse across cyber, surveillance, weapons and fraud casesOpenAI exposes the Codex harness through a managed Agents APIOpenAI posts Lean 4 proof alongside its Navier-Stokes resultReport puts public tech contract ceilings at $53B as Pentagon shifts toward AI systemsMagic claims its pretraining recipe matches DeepSeek V4 Pro Base with about 50x fewer FLOPsCognition's SWE-2 claims near-Fable coding scores at 64% lower costMathematician says OpenAI left unanswered whether ChatGPT-derived data informed unpublished mathShopify returns to Swift and Kotlin as coding agents cut the cost of two mobile codebasesSolo Developer Trains 3.8B Model to 0.384 CORE for $998DeepSeek ships 552B V4.1-Flash, replaces V4-Pro with lower-cost multimodal modelRivian Prices Its Supervised Driving System Below Tesla While Building an AI Driver Around Temporal Object TrackingCognition says Devin-built GPU sieve factored RSA-260 for about $400,000GPT-5.5 reasoning prefills raise Qwen3.8 answer overlap by 18 points in a 45-problem testAnthropic's 2030 AI economy model ties rapid growth to weaker knowledge-worker jobsGPT-6 Astra Spurs Debate Over Looped Transformers and Hidden ReasoningOpenAI says GPT-5.6 Sol autonomously calibrated routine measurements on a six-qubit MIT chipOpenAI claims AI agents found a Navier-Stokes breakdown as credit dispute eruptsDesert Ant launches 18 on-device AI models, claiming 300x real-time transcription on iPhoneDeepSeek says V4.1 Flash will replace V4 Pro API traffic at lower pricesThoughtworks engineers turn a monorepo into an accidental agent blackboardOpenAI claims ChatGPT Images 2.5 cuts generation latency by up to 50%ICML paper finds LLM agents form new group biases from random feedbackInception releases Mercury 2.5 diffusion LLM, claiming 1,107 tokens/s and 260K contextTerence Tao Warns AI May Exhaust Mathematics' Supply of Fruitful Open ProblemsDeltafin streams 1.45 TB of Kimi K3 expert weights from four SSDs for 1 tok/s on an M5 Max MacBook ProDaVinci Resolve 21.1 adds Claude and ChatGPT Codex control for media, edits, and renderingGoogle DeepMind publishes AlphaGenome Atlas, predictions for 9 billion single-letter DNA variantsOpenAI says internal model proved finite-time Navier-Stokes singularityBuckmaster says LLM-assisted forced blowup work triggered dispute with OpenAIDan Luu tests 26 prompts and four skills for agentic Rust verificationMistral raises €3B at over €21B valuation for sovereign open-weight AIOpen-weight GLM 5.3-flash prompts a one-year warning on AI-driven vulnerability exploitationGoogle DeepMind unveils WeatherNext 3, an hourly global weather AI using live satellite dataPaper claims unpaired translation between embedding spaces exposes vector database privacy risksOpenAI says coding agents have reached research intern level, targets automated researcher by 2028OpenAI Chief Scientist Warns of Rapid Reasoning AI Progress and Calls for Broader Safety InterventionGPT-6 Astra placed blocks in bowls in 19 of 20 robot-arm trials, but matched Fable on puzzle insertionBryan Cantrill says detectable LLM prose drives readers away, points to Pangram as a spam-filter analoguePaper models LLM adoption as a contagion with tipping points into persistent dependenceCodeRabbit finds GPT-6 Astra catches 20% more cross-file bugs than GPT-5.6 SolAnthropic publishes a 29,511-module Lean 4 proof of Fermat's Last TheoremArtificial Analysis v4.2 adds private agentic and PDF tests, putting Claude Fable 5.1 first