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Claude Mythos Preview

Mythos PreviewVerified

Preview a gated frontier model for cybersecurity research, with Project Glasswing offering early access and major gains in zero-day discovery, exploit development, and reverse engineering Analyze complex program behaviors and surface edge-case issues through multi-step reasoning workflows designed for research and testing environments Improve automated code analysis performance in fuzzing and debugging scenarios, helping developers detect crashes and stability issues more efficiently

Reviewed by ToolWorthy Editors·updated 3 months ago

Pricing:From $10/per use
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Pros & Cons

Editor-reviewed

Pros

  • Discovers real zero-day vulnerabilities that escaped decades of human auditing
  • Constructs end-to-end exploit chains autonomously, from discovery through functional exploitation
  • Analyzes closed-source binaries without requiring source code access
  • Performance leap over Opus 4.6 (181 vs 2 Firefox exploits) demonstrates frontier-level security capability
  • Operates at costs significantly below equivalent human security research teams

Cons

  • Limited to Project Glasswing partners — no public or API access
  • High per-session costs ($2K-$20K) make it impractical for small organizations
  • No standard pricing or self-service onboarding available
  • Dual-use risk means Anthropic tightly controls who can access the model
  • Preview status implies capabilities and access terms may change

Overview

Claude Mythos Preview is Anthropic's new general-purpose frontier model, announced on April 7, 2026 and initially offered as a gated research preview through Project Glasswing. Built on top of Claude's existing code reasoning capabilities, Mythos Preview can autonomously discover zero-day vulnerabilities, write functional exploits, and perform reverse engineering on closed-source binaries.

What makes Mythos Preview notable is that these cybersecurity capabilities were not explicitly trained — they emerged as a downstream consequence of improvements in code reasoning and autonomy. The model represents a significant leap from Opus 4.6, which had a near-zero autonomous exploit success rate, to a system that independently constructs multi-vulnerability exploit chains against fully patched targets.

What's New

Autonomous Vulnerability Discovery

Mythos Preview identifies zero-day vulnerabilities across major software systems without human guidance. It found a 27-year-old bug in OpenBSD, a security-focused operating system that had survived decades of manual auditing. The model detects memory safety violations, logic bugs, and cryptographic weaknesses by reasoning about code at a depth previous models could not sustain.

Exploit Chain Construction

Beyond finding vulnerabilities, Mythos Preview writes functional exploits that chain multiple weaknesses together. It constructs sophisticated attack sequences — combining up to four vulnerabilities into JIT heap spray attacks, building ROP chains, achieving privilege escalation, and executing remote code on fully patched targets. This end-to-end capability (discovery through exploitation) previously required specialized human teams.

Closed-Source Binary Analysis

The model can reverse-engineer exploits involving closed-source software and support offline exploratory work on binaries without source access, according to Anthropic's security writeup. This extends its utility beyond open-source auditing to commercial and proprietary system assessment.

Emergent Security Capabilities

These abilities were not the result of targeted security training. Anthropic reports that vulnerability discovery and exploit development emerged from broader improvements in code reasoning and agentic autonomy — suggesting that sufficiently capable code models develop security research skills as a natural extension of deep code understanding.

Performance Benchmarks

Mythos Preview shows dramatic improvements over Opus 4.6 across security-focused evaluations:

Benchmark Mythos Preview Opus 4.6
Firefox JavaScript exploits (successful) 181 2
OSS-Fuzz crashes (tiers 1-2) 595
OSS-Fuzz control-flow hijacks (tier 5) 10 1 (tier 3 only)

Cost benchmarks (approximate):

  • ~$20,000 for approximately 1,000 OpenBSD vulnerability scans
  • Under $2,000 for complex Linux kernel exploit chain development

These costs reflect API compute usage during extended autonomous research sessions, not subscription pricing.

Availability & Access

Mythos Preview is available only to invited Project Glasswing participants as a gated research preview. It is not available for general public self-serve access on claude.ai or through an open sign-up flow, but approved participants can access it via the Claude API, Amazon Bedrock, Google Cloud Vertex AI, and Microsoft Foundry.

Access requires partnership approval from Anthropic. Anthropic has not published a general eligibility checklist. Public materials describe launch partners and additional participating organizations focused on defending critical software infrastructure. There is no self-serve sign-up. Access is invitation-only through Project Glasswing.

Pricing & Plans

Mythos Preview does not have public self-serve pricing, but Anthropic has published participant pricing for Project Glasswing: $25 per million input tokens and $125 per million output tokens.

Operational costs are usage-based, scaling with the complexity and duration of security research tasks:

  • Lightweight scans: Hundreds to low thousands of dollars for targeted vulnerability assessment
  • Deep exploit research: $2,000-$20,000+ for comprehensive autonomous analysis of hardened targets like Linux kernel or OpenBSD

For comparison, Anthropic's broadly available models include:

  • Claude Pro: $20/month (claude.ai consumer plan)
  • Claude API: Pay-per-token pricing for Sonnet 4.6 and Opus 4.6

Best For

  • Security research teams conducting large-scale vulnerability assessments across operating systems and browsers
  • Government and defense organizations running offensive security evaluations on critical infrastructure
  • Bug bounty hunters and vulnerability disclosure programs targeting high-value, hardened software targets
  • Enterprises auditing proprietary codebases for memory safety violations and cryptographic weaknesses
  • Academic researchers studying emergent AI capabilities in code reasoning and security analysis

FAQ

Is Claude Mythos Preview available to the public?

No. Mythos Preview is currently restricted to partners in Anthropic's Project Glasswing program. There is no public API access, waitlist, or consumer-facing release at this time.

How does Mythos Preview compare to Opus 4.6?

Mythos Preview dramatically outperforms Opus 4.6 on security tasks — achieving 181 successful Firefox JavaScript exploits compared to 2 for Opus 4.6, and 10 full control-flow hijacks in OSS-Fuzz testing versus a single tier-3 crash. These improvements stem from advances in code reasoning and autonomy.

Were these cybersecurity capabilities explicitly trained?

No. Anthropic states that Mythos Preview's vulnerability discovery and exploit development abilities emerged as downstream consequences of improvements in general code reasoning and agentic capabilities, not from security-specific training data or objectives.

How much does it cost to use Mythos Preview?

Costs are usage-based and vary by task complexity. Anthropic reported approximately $20,000 for 1,000 OpenBSD scans and under $2,000 for Linux kernel exploit chain development. No fixed subscription pricing has been announced.

Can Mythos Preview be used for offensive security?

Access is controlled through Project Glasswing, which Anthropic uses to manage dual-use risk. The model is intended for defensive security research, vulnerability disclosure, and authorized security testing — not for unauthorized attacks.

Version History

Fable 5

Released on June 9, 2026

View Update
+What's new
3 updates
  • Run the most demanding reasoning and long-horizon agentic work on Anthropic's most capable widely released model — one Fable 5 session compressed a 50M-line Ruby migration from two months of manual work into a single day
  • Stay focused across a 1M-token context window while solving complex vision problems end-to-end — including completing Pokémon FireRed from pixels alone — with persistent file-based memory that helped 3× more than it helped Opus 4.8 in Slay the Spire testing
  • Deploy with general-availability safeguards that fall back to Opus 4.8 on sensitive prompts in under 5% of sessions, priced at $10 per million input and $50 per million output tokens

Mythos 5

Released on June 9, 2026

View Update
+What's new
3 updates
  • Access Fable 5-level capability with safeguards lifted in some areas through Project Glasswing — the successor to Claude Mythos Preview, delivering the strongest cybersecurity capabilities of any model in the world
  • Accelerate scientific discovery with ~10× faster protein design (9 of 14 strong drug candidates) and autonomous single-cell genomics across 138 species, with novel hypotheses preferred by scientists ~80% of the time over Opus-class models
  • Access in limited availability only for approved cyberdefenders and infrastructure providers, with a trusted biology access program planned — same 1M-token context window and $10/$50 per-million-token pricing as Claude Fable 5

Opus 4.8

Released on May 28, 2026

View Update
+What's new
3 updates
  • Catch more issues with stronger honesty and judgment — Opus 4.8 is roughly 4× less likely than Opus 4.7 to let code flaws pass unremarked, and is the first model to break 10% all-pass on the Legal Agent Benchmark
  • Drive browser and computer-use agents further with 84% on Online-Mind2Web and more efficient tool-calling that reaches the same result in fewer steps across long agentic sessions
  • Upgrade from Opus 4.7 at the same $5/$25 per-million-token pricing, with better context retention and style consistency across extended sessions

Opus 4.7

Released on April 16, 2026

View Update
+What's new
3 updates
  • Handle harder production coding agents with stronger autonomy and instruction following — CursorBench rises from 58% to 70%, while Rakuten-SWE-Bench resolves 3× more production tasks than Opus 4.6
  • Analyze dense visual content like chemical diagrams, technical screenshots, and patents with 3× higher image resolution (up to 2,576 pixels) and XBOW visual acuity climbing from 54.5% to 98.5%
  • Tune reasoning effort with the new xhigh control level between high and max, giving teams finer latency/quality tradeoffs while instruction-following becomes more literal across tool use

Mythos Preview

Released on April 7, 2026

+What's new
3 updates
  • Discover zero-day vulnerabilities in major operating systems and web browsers autonomously — including a 27-year-old bug in OpenBSD — by applying frontier code reasoning to security-critical software analysis at scale
  • Construct multi-step exploit chains combining up to four vulnerabilities into functional attacks, including JIT heap sprays, ROP chains, privilege escalation, and remote code execution against fully patched targets
  • Achieve 181 successful Firefox JavaScript exploits versus 2 for Opus 4.6, with 595 crash discoveries and 10 full control-flow hijacks in OSS-Fuzz testing — capabilities that emerged from improvements in code reasoning rather than explicit security training

Mythos Preview

Current Version

Released on April 7, 2026

+What's new
3 updates
  • Preview a gated frontier model for cybersecurity research, with Project Glasswing offering early access and major gains in zero-day discovery, exploit development, and reverse engineering
  • Analyze complex program behaviors and surface edge-case issues through multi-step reasoning workflows designed for research and testing environments
  • Improve automated code analysis performance in fuzzing and debugging scenarios, helping developers detect crashes and stability issues more efficiently

Sonnet 4.6

Released on February 17, 2026

View Update
+What's new
3 updates
  • Write better code and complete complex multi-step tasks at Opus-level intelligence — developers in Claude Code prefer Sonnet 4.6 over Sonnet 4.5 roughly 70% of the time
  • Navigate spreadsheets, fill out multi-step web forms, and complete browser-based workflows with significantly improved computer use capabilities and stronger resistance to prompt injection attacks
  • Process entire codebases, long contracts, or dozens of research papers in a single request with the new 1M token context window in beta

Opus 4.6

Released on February 5, 2026

View Update
+What's new
3 updates
  • Plan and sustain complex agentic tasks for longer, operate more reliably in larger codebases, and catch more mistakes with improved code review and debugging skills for professional engineering workflows
  • Work with up to 1 million tokens in a single conversation — perfect for analyzing large document sets, long contracts, and extended multi-step agentic task sequences without hitting context limits
  • Achieve top scores on Terminal-Bench 2.0 agentic coding and Humanity's Last Exam, while outperforming frontier competitors by ~144 Elo points on economically valuable professional knowledge work

Opus 4.5

Released on November 24, 2025

+What's new
3 updates
  • Execute long-horizon agentic workflows with improved reasoning and planning — delivering higher pass rates on held-out tests while using up to 65% fewer tokens than earlier models for equivalent results
  • Apply frontier reasoning to everyday work tasks including deep research, multi-step code migrations, and creating slides and spreadsheets — meaningfully better at common professional knowledge work
  • Generate more reliable code solutions with better error handling and stronger self-correction, delivering 50–75% reductions in tool calling and build errors on complex automated engineering tasks

Haiku 4.5

Released on October 15, 2025

+What's new
3 updates
  • Run fast, low-cost coding and agent workloads with near-frontier intelligence, matching Sonnet 4 on coding, computer use, and agent tasks at lower cost
  • Power latency-sensitive customer support, classification, and sub-agent workflows with faster responses and stronger quality than earlier Haiku models
  • Use a current Haiku model across Claude.ai, Claude Code, API, Bedrock, Vertex AI, and Microsoft Foundry for high-volume workloads that need speed and cost control

Sonnet 4.5

Released on September 29, 2025

+What's new
3 updates
  • Balance intelligence and speed with near-Opus-level performance on coding, analysis, and writing at Sonnet pricing — making Opus-class capability accessible for everyday complex workloads at lower cost
  • Generate more accurate responses across coding, writing, and analytical tasks with improved reasoning that matches or exceeds predecessor models on most real-world professional benchmarks
  • Handle larger context windows efficiently while maintaining consistent response quality throughout long conversations — ideal for document-heavy workflows and extended agentic task sessions

Sonnet 4.5

Released on September 29, 2025

+What's new
3 updates
  • Balance intelligence and speed with Opus-level performance at Sonnet pricing for everyday complex tasks
  • Generate more accurate responses across coding, writing, and analytical work with improved reasoning
  • Handle larger context windows efficiently while maintaining consistent quality throughout conversations

Opus 4.1

Released on August 5, 2025

+What's new
3 updates
  • Upgrade Opus 4 coding and agent workflows with better real-world code changes, stronger reasoning, and 74.5% on SWE-bench Verified at the same Opus 4 pricing
  • Track details more reliably in deep research and data analysis, especially when following instructions across large codebases, files, and multi-step agentic searches
  • Improve multi-file refactors and everyday debugging by pinpointing exact corrections in large codebases without making unnecessary changes or introducing new bugs

Opus 4

Released on May 22, 2025

+What's new
3 updates
  • Run long-horizon coding agents for complex, multi-step software work, with Opus 4 leading SWE-bench and Terminal-bench and sustaining focused work over thousands of steps
  • Build more capable agents with new API features including code execution, MCP connector support, Files API, and improved tool use for multi-tool workflows
  • Use frontier reasoning for research, technical analysis, and enterprise workflows with the highest Claude 4 capability tier, while planning around Opus-class cost and ASL-3 safeguards

Sonnet 4

Released on May 22, 2025

+What's new
3 updates
  • Upgrade everyday coding and reasoning workflows from Sonnet 3.7 with stronger instruction following, better software engineering, and faster, lower-cost responses than Opus
  • Use the same Claude 4 platform features, including code execution, MCP connector support, Files API, and improved tool use, for practical agent and app-building workflows
  • Run production workloads at Sonnet pricing with a strong balance of speed, cost, and intelligence for coding assistants, document analysis, and multi-step business tasks

3.7 Sonnet

Released on February 24, 2025

+What's new
3 updates
  • Use one model for quick answers or extended thinking, with API controls over thinking budget so teams can trade latency, cost, and depth on harder reasoning tasks
  • Delegate coding work through the first Claude Code research preview, letting developers ask Claude from the terminal to inspect files, edit code, run tests, and fix bugs
  • Build stronger front-end and coding workflows at the same $3/$15 Sonnet pricing, with extended thinking available on paid Claude surfaces and major cloud platforms

3.5 Sonnet (Upgraded)

Released on October 22, 2024

+What's new
3 updates
  • Control computers, interact with software UIs, and automate desktop workflows through the first publicly available Claude computer use capability for agentic browser and desktop automation tasks
  • Write better code with significantly improved SWE-bench Verified scores versus the original 3.5 Sonnet, making it more reliable for real-world software engineering and complex programming tasks
  • Maintain strong vision and image input capabilities while delivering major improvements in coding quality and computer use for practical software engineering and workflow automation use cases

3.5 Haiku

Released on October 22, 2024

+What's new
3 updates
  • Get fast, cost-effective responses approaching higher-tier model performance for high-volume pipelines, customer support, and content moderation tasks at a fraction of the per-token cost
  • Process high-volume tasks at faster speeds than larger Claude models, enabling real-time customer support, content moderation, and classification pipelines without meaningfully sacrificing accuracy
  • Run fast coding, tool use, data extraction, and content-moderation workloads in a lightweight, budget-friendly 200K-context model — text-only in the Claude API — built for high-throughput production at scale

3.5 Sonnet

Released on June 21, 2024

+What's new
3 updates
  • Outperform Claude 3 Opus on complex tasks including coding and data analysis while maintaining the response speed and lower per-token cost that makes Sonnet practical for production-scale workflows
  • Generate high-quality code with graduate-level reasoning capabilities for sophisticated programming and analytical tasks, matching or exceeding the performance of previous-generation flagship models
  • Handle nuanced instructions across writing, summarization, and Q&A tasks while producing more natural, contextually appropriate responses compared to earlier Claude generations

3 Haiku

Released on March 13, 2024

+What's new
3 updates
  • Process tasks at lightning speed with near-instant response times — ideal for high-volume customer interactions, live chat support, and real-time classification pipelines where latency matters
  • Handle complex multi-step instructions across summarization, Q&A, and coding at a lower cost point than Claude 3 Sonnet while maintaining strong quality for most production use cases
  • Analyze images and documents quickly with multimodal vision capabilities, bringing image understanding to high-throughput workflows in a fast, resource-efficient production model

3 Opus

Released on March 4, 2024

+What's new
3 updates
  • Tackle the most complex reasoning, analysis, and writing tasks with the highest comprehension and fluency of the Claude 3 family — suited for research, legal, financial, and technical domains
  • Analyze images alongside text for comprehensive multimodal understanding, enabling visual Q&A, document extraction, and chart interpretation at the highest quality level in the Claude 3 lineup
  • Generate sophisticated content with improved accuracy, meaningfully fewer unnecessary refusals, and stronger instruction following for nuanced, long-form creative and analytical tasks

3 Sonnet

Released on March 4, 2024

+What's new
3 updates
  • Balance capability and cost with strong performance across writing, analysis, summarization, and coding — a reliable workhorse for most business and enterprise production workflows at scale
  • Process both text and images seamlessly with new multimodal understanding capabilities, enabling document analysis, visual Q&A, and image-grounded reasoning in a single API request
  • Generate reliable, consistent responses for data processing, customer support, and content creation workflows at scale — suited for both high-volume automated pipelines and direct user interactions

2.1

Released on November 21, 2023

+What's new
3 updates
  • Process up to 200K tokens — approximately 500 pages — in a single conversation, enabling comprehensive analysis of lengthy legal documents, research reports, and multi-chapter texts
  • Get more accurate responses with 2× fewer hallucinations than Claude 2.0 when analyzing complex, multi-source information, reducing the risk of fabricated facts in high-stakes professional workflows
  • Integrate Claude with external tools, databases, and APIs through the new beta tool use capability, enabling structured data retrieval and action execution in early agentic task workflows

2

Released on July 11, 2023

+What's new
3 updates
  • Handle longer conversations with a 100K token context window — enough to analyze entire books, lengthy legal documents, or multiple research papers in a single coherent session
  • Write better code with 71.2% performance on the Codex HumanEval benchmark, up from 56% in Claude 1.3, reflecting a meaningful jump in functional code generation and debugging capabilities
  • Receive safer responses with improved Constitutional AI training — approximately 2× reduction in harmful outputs compared to prior versions while maintaining helpfulness and response accuracy

1

Released on March 14, 2023

+What's new
3 updates
  • Access Anthropic's first publicly available AI assistant — built with Constitutional AI training to be helpful, honest, and harmless across conversational and text processing use cases
  • Engage in natural multi-turn conversations for summarization, search, creative writing, Q&A, and coding tasks — with Constitutional AI making responses more predictable and steerable for developers
  • Direct Claude's personality, tone, and behavior to fit your use case — Claude's design emphasizes steerability, allowing more precise customization than earlier AI systems of the same generation

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