Compare Laguna M.1 vs. SWE-2 in 2026

SWE-2

View Product

Add To Compare

Average Ratings 0 Ratings

Total

ease

features

design

support

No User Reviews. Be the first to provide a review:

Write a Review

Average Ratings 1 Rating

Total

ease

features

design

Read all reviews

Similar Products

Gemini Enterprise Agent Platform
Gemini Enterprise Agent Platform is Google Cloud’s next-generation system for designing and managing advanced AI agents across the enterprise. Built as the successor to Vertex AI, it unifies model selection, development, and deployment into a single scalable environment. The platform supports a vast ecosystem of over 200 AI models, including Google’s latest Gemini innovations and popular third-party models. It offers flexible development tools like Agent Studio for visual workflows and the Agent Development Kit for deeper customization. Businesses can deploy agents that operate continuously, maintain long-term memory, and handle multi-step processes with high efficiency. Security and governance are central, with features such as agent identity verification, centralized registries, and controlled access through gateways. The platform also enables seamless integration with enterprise systems, allowing agents to interact with data, applications, and workflows securely. Advanced monitoring tools provide real-time insights into agent behavior and performance. Optimization features help refine agent logic and improve accuracy over time. By combining automation, intelligence, and governance, the platform helps organizations transition to autonomous, AI-driven operations. It ultimately supports faster innovation while maintaining enterprise-grade reliability and control.

999 Ratings

Learn More

LTX
Most AI video tools hand you a black box: closed weights, a subscription, and no way to see what is happening under the hood. LTX takes the opposite approach. Built by Lightricks, LTX is an open foundation model that generates and simulates across video, audio, and the physical world, and it puts the weights, the code, and the control in your hands. At the center of the model is LTX-2.5, a 22B-parameter dual-stream diffusion transformer that produces native 4K video at up to 50 frames per second, with audio and video generated together in a single pass rather than stitched together afterward. Artificial Analysis, an independent benchmarking group, currently ranks LTX among the top three AI video models in the world. You choose how you want to use it. Download the open weights and run LTX-2.5 on your own hardware. License the model for on-premise deployment backed by enterprise support. Or build directly on LTX Studio, the production suite that turns the model into a full creative workflow. Companies like ElevenLabs, Asteria Film Co., Magnopus, and NVIDIA already rely on LTX for their own work. LTX is not built for one-off social clips. It is infrastructure for teams that generate motion, audio, and physical environments as part of their own products and pipelines.

182 Ratings

Learn More

JetBrains Junie
JetBrains Junie is an innovative AI coding assistant that works inside many JetBrains IDEs to streamline programming efforts and boost efficiency. This agent leverages advanced AI to help developers write, test, and inspect code without leaving their familiar development environment. Junie offers both code execution and interactive collaboration, allowing programmers to switch between automated code writing and brainstorming sessions for features and improvements. By deeply understanding the codebase, Junie identifies the best ways to tackle tasks and ensures all changes meet quality standards through syntax and semantic checks. It also runs tests to minimize errors and keep the project healthy, freeing developers from routine tasks. Many developers have successfully built complex applications and games using Junie, highlighting its flexibility across different languages and frameworks. The AI adapts to each task’s complexity and workflow, making coding less tedious and more focused on creativity. Whether you are building a simple web app or a complex game, Junie offers smart support throughout the development cycle.

12 Ratings

Learn More

Google AI Studio
Google AI Studio is an all-in-one environment designed for building AI-first applications with Google’s latest models. It supports Gemini, Imagen, Veo, and Gemma, allowing developers to experiment across multiple modalities in one place. The platform emphasizes vibe coding, enabling users to describe what they want and let AI handle the technical heavy lifting. Developers can generate complete, production-ready apps using natural language instructions. One-click deployment makes it easy to move from prototype to live application. Google AI Studio includes a centralized dashboard for API keys, billing, and usage tracking. Detailed logs and rate-limit insights help teams operate efficiently. SDK support for Python, Node.js, and REST APIs ensures flexibility. Quickstart guides reduce onboarding time to minutes. Overall, Google AI Studio blends experimentation, vibe coding, and scalable production into a single workflow.

41 Ratings

Learn More

BoldTrail
BoldTrail stands out as the top-rated real estate platform designed to elevate your brokerage through cutting-edge technology that your agents will find both useful and enjoyable. You can highlight your distinctive brand with tailor-made websites that cater to your company, each office, and individual agents. Enhance lead acquisition by offering a modern, portal-like search experience for consumers, complete with smart behavior tracking. With hyper-local area pages, home valuation options, and rich lifestyle data, clients will continue to engage with your brokerage, recognizing you as the local authority. The platform features the most comprehensive lead generation tools available, enabling brokerages, teams, and agents to successfully attract new business regardless of their financial constraints. Additionally, empower your agents to swiftly generate free leads using our user-friendly landing and IDX squeeze pages. You can further increase lead quality while reducing costs through the in-house tools integrated into the platform. Expand your lead sources with automated social media postings, integrated advertising on Google and Facebook, custom text codes, and much more, ensuring a diverse and effective approach to lead generation. As a result, BoldTrail not only enhances the capabilities of individual agents but also strengthens the overall potential of the brokerage as a whole.

2,107 Ratings

Learn More

Creatio
Creatio is a global vendor of an agentic AI-native no-code platform designed to automate workflows and CRM with a maximum degree of freedom. Powered by intuitive no-code development, visual process design, and embedded AI, the Creatio platform enables organizations to build and evolve applications of any complexity and scale—supporting both structured and unstructured workflows, advanced analytics, and flexible dashboards. By empowering business users alongside IT, Creatio reduces application development time by up to 10× and accelerates time-to-value. At the core of the platform are AI agents that can understand context, analyze data, make decisions, and execute tasks across end-to-end workflows. This agentic approach allows organizations to automate entire business processes, not just individual tasks—driving efficiency, agility, and measurable business outcomes. Creatio also provides a rich marketplace of pre-built applications, connectors, and industry-specific solutions, enabling rapid deployment and continuous innovation. Built on a modern, AI-native architecture, the platform ensures seamless integration and adaptability within any digital ecosystem. Creatio CRM is a full-featured suite for marketing, sales, and service automation, unified on the same agentic no-code platform with embedded AI agents. Organizations can deploy it as a complete CRM suite or as modular solutions, gaining the flexibility to scale while maintaining a single, intelligent system of engagement.

586 Ratings

Learn More

Visual Lease
Visual Lease is the most popular lease accounting and management software. It simplifies compliance with ASC 842 and IFRS 16. Visual Lease's powerful platform is built with years of embedded knowledge, including from top lease experts and CPAs. It can support any size or type lease portfolio. Visual Lease is committed to providing top-notch customer service and offers in-house training, implementation, and support.

446 Ratings

Learn More

Planview AdaptiveWork
Planview AdaptiveWork, previously known as Clarizen, empowers PMOs and professional services teams of various sizes to achieve instant visibility across their operations, streamline workflows, proactively address potential risks, and enhance overall business outcomes. By aligning with the company’s strategic objectives, organizations can maximize workforce effectiveness, ensuring that teams concentrate on delivering the most critical tasks timely. It facilitates the tracking, management, and prioritization of work requests, guaranteeing that each request automatically encompasses all necessary information for execution. With bi-directional integration with your CRM and custom triggers in place, opportunity details can be effortlessly captured to aid in planning client projects. The platform automates and governs the various phases of the request lifecycle, including submission, scoring, prioritization, routing, and approval, thereby streamlining the pathway for converting requests into actionable projects, tasks, or work items. This comprehensive approach not only boosts efficiency but also fosters a culture of accountability and transparency within the organization.

714 Ratings

Learn More

Checksum.ai
Engineering teams shipping with AI have a new bottleneck: validation. Code output has accelerated. Quality hasn't. Checksum closes the gap. Checksum is a continuous quality platform with a suite of AI agents that handle testing end-to-end, at every stage of the development lifecycle. Where most tools wait for a human to trigger them, Checksum runs autonomously in the background, generating tests, executing them, and repairing failures without manual intervention. Seventy percent of test failures are resolved automatically through real-time auto-recovery. The platform covers every layer: end-to-end UI flows via Playwright, API endpoint chains, and targeted CI tests scoped to exactly what changed in a PR. All tests land as real code in your repository and are delivered as standard Playwright, owned by your team. Checksum is fine-tuned on 1.5+ million test runs and integrates natively with Cursor, Claude Code, and 100+ AI coding agents. Type /checksum and your coding agent's output gets tested before it ever reaches review. Generation and healing happen on Checksum's cloud infrastructure which means no LLM tokens consumed, no local resources required. The result: test suites that stay green as the product evolves, fewer regressions reaching production, and release confidence that scales alongside AI output.

1 Rating

Learn More

Crelate
Crelate is an advanced recruitment platform offering an integrated Applicant Tracking System and Recruitment CRM, designed for both in-house corporate recruiters and staffing and recruiting firms. With AI-powered Co-Pilot and Real Recruiter Intelligence, it streamlines hiring workflows, enhancing recruiters' ability to connect talent with opportunities through intelligent analytics and comprehensive management tools.

695 Ratings

Learn More

Description

Laguna M.1 stands out as Poolside's most proficient model for agentic coding, meticulously developed in-house specifically for enhancing software development workflows. This model features a total of 225 billion parameters, utilizing a Mixture of Experts architecture with 23 billion activated parameters, and has been trained entirely within the organization on a dataset consisting of 30 trillion tokens, leveraging the power of 6,144 interconnected NVIDIA H200 GPUs. Poolside undertook the task of training Laguna M.1 from the ground up, employing its proprietary data, dedicated training codebase, and an asynchronous on-policy reinforcement learning approach within its agent framework, all tailored for agentic coding applications. The design of the model ensures optimal performance within Poolside's coding agent, enabling it to effectively reason through software tasks, interact with various tools, edit code, execute tests, and facilitate extended autonomous development sessions. Specifically crafted for developers and teams tackling intricate coding challenges, Laguna M.1 offers enhanced capabilities in reasoning, architectural comprehension, terminal operations, and multi-step execution, surpassing what lighter models can achieve. Ultimately, its robust feature set positions it as an essential asset for those engaged in demanding software projects.

Description

SWE-2 is a software engineering model from Cognition built for agentic coding tasks that require strong performance at lower computational and monetary cost. It is post-trained from the Kimi K3 base model and extends Cognition’s earlier SWE-1.7 training approach with a new reinforcement learning method for jointly optimizing multiple reasoning-effort settings. Medium, high, and maximum effort modes provide different tradeoffs between speed, cost, exploration, and verification depending on task complexity. The model is trained to inspect only the parts of a codebase that are likely to matter, helping it reach implementation faster and reduce unnecessary exploration. SWE-2 can generate and modify code, run tests, analyze repositories, work through terminal tasks, and verify whether implementations satisfy user requirements. Cognition also reports improvements in end-to-end test creation, regression detection, instruction following, and re-deriving conclusions when challenged. Its training process incorporates cost-aware rewards, length-weighted reward baselines, expanded reinforcement learning environments, and hardened verifiers intended to improve both efficiency and reliability. SWE-2 is positioned as a cost-efficient alternative to larger frontier coding models while remaining competitive on software engineering benchmarks such as FrontierCode, DeepSWE, and Terminal-Bench. The model is available in Devin Desktop and Devin CLI and is being introduced to additional Cognition products including Devin Web and Fusion.