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Checksum.aiAI coding tools have fundamentally changed how software gets built. Developers are shipping more code, faster, with less friction than ever before. But the organizations benefiting most from AI-accelerated development are running into the same wall: quality hasn't kept pace. More code means more surface area for bugs. More PRs means more review burden on senior engineers. More releases means more chances for regressions to reach customers. The bottleneck has moved from writing code to verifying it, and verification is still largely manual. Checksum is a continuous quality platform built for this reality. Its suite of AI agents autonomously generates, runs, and maintains tests across every layer of the software development lifecycle: end-to-end UI flows, API endpoint coverage, and PR-level CI validation, so engineering teams can move fast without sacrificing reliability. What sets Checksum apart: it doesn't wait for instructions. It works as a background agent, continuously monitoring your codebase, generating tests for what matters, and repairing broken tests as the product evolves. Seventy percent of test failures resolve automatically, eliminating the maintenance burden that causes most test suites to decay and get abandoned. Every test Checksum produces is real, Playwright code you own, submitted as a PR to your repository. No vendor lock-in. Teams keep full control. Checksum is fine-tuned on 1.5+ million test runs and integrates natively with Cursor, Claude Code, and 100+ AI coding agents via /checksum slash commands. Testing happens before code review, not after. Generation and healing run on Checksum's cloud, consuming no LLM tokens or local resources. The bottom line: Checksum gives engineering teams the confidence to ship at the speed AI makes possible.
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TIMiHigh-Performance Data Engineering. 100% Sovereign. TIMi delivers the full power of a enterprise data cloud—on-premises, fully sovereign, and blisteringly fast. No vendor lock-in. No hidden costs. Just pure engineering excellence that gives your team total freedom to experiment, innovate, and solve your toughest AI and automation challenges in record time. The TIMi Advantages: No-Code Integration: Automate complex workflows and connect your entire tech stack instantly—from SAP and Salesforce to SharePoint and Google BigTable. Radical Efficiency: Competitors such as Databricks, Dataiku, and MS Fabric relies heavily on a Spark back-end. Spark quickly burns budget because of bloated Java virtual machines. TIMi strips away the waste with pure, bare-metal, hand-optimized assembly code. The result: A single €2k TIMi server outperforms a 267-node Spark cluster, processing billions of rows in seconds and effortlessly running petabyte-scale data lakes at a fraction of the cost. Pioneering AI: Harness advanced machine learning built on the legacy of the first Auto-ML engine (pioneered in 2007). Available on-premises or via our EU-Hosted Sovereign Cloud. Trusted across Telecoms, Banking, Manufacturing, Retail, Defense, and Government.
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What is Laguna S 2.1?
Laguna S 2.1 represents a state-of-the-art open weight coding model that focuses on the completion of long-term projects and demonstrates exceptional reasoning abilities. With a Mixture-of-Experts architecture comprising 118 billion parameters, it engages 8 billion parameters per token and supports a context window of up to one million tokens in both cognitive and non-cognitive modes. The model’s optimized active size enables it to execute complex tasks on local systems while remaining competitive with much larger models across a variety of benchmarks, such as terminal usage, software development, codebase question answering, and tool application. Built for durability, Laguna S 2.1 is adept at addressing demanding challenges with an emphasis on thorough verification and a willingness to backtrack when necessary, rather than hastily claiming victory. In real-world scenarios, it has successfully engineered a browser rendering engine from the ground up, improved an agent harness for faster execution and lower memory requirements, and conducted comprehensive mathematical investigations using the tools available in its environment, showcasing its adaptability and proficiency. This remarkable array of capabilities positions Laguna S 2.1 as an invaluable asset for developers in search of cutting-edge solutions, making it a top choice in the ever-evolving landscape of coding models.
What is Gemini 4?
Gemini 4 is Google’s next major Gemini model family, currently confirmed as being in pre-training rather than publicly released. The model follows recent Gemini releases such as Gemini 3.6 Flash and Gemini 3.5 Flash-Lite, which focused on efficiency, agentic workflows, coding, multimodal tasks, and lower-cost production AI. Google has described Gemini 4 as its most ambitious pre-training run yet, suggesting that it is intended to push the company’s frontier AI capabilities forward. As of now, Gemini 4 does not have an official public launch, model card, pricing page, API documentation, benchmark suite, or confirmed availability timeline. Because of that, any specific claims about context length, model sizes, exact capabilities, pricing, or release channels should be treated as unconfirmed until Google publishes official details. Based on Google’s current Gemini direction, Gemini 4 is expected to improve areas such as advanced reasoning, software engineering, multimodal understanding, AI agents, knowledge work, and enterprise AI workflows. It may eventually power products across the Gemini app, Gemini API, Google AI Studio, Gemini Enterprise, Google Cloud, and other Google services. The model is also likely to be important for developers building production AI systems that need reliable reasoning, tool use, speed, and scalable deployment options. For enterprises, Gemini 4 could become a foundation for AI assistants, workflow automation, document analysis, code generation, customer support, and internal knowledge tools. For now, the best way to describe Gemini 4 is as Google’s confirmed next-generation Gemini model effort, not as a generally available product. By extending the Gemini roadmap beyond the 3.x series, Gemini 4 represents Google’s next step toward more powerful, multimodal, and agentic AI systems.
Media
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Integrations Supported
Agent Client Protocol (ACP)
Claude Code
Cline
Gemini
Hermes Agent
Hugging Face
IntelliJ IDEA
Kilo Code
Nous Portal
Ollama
Integrations Supported
Agent Client Protocol (ACP)
Claude Code
Cline
Gemini
Hermes Agent
Hugging Face
IntelliJ IDEA
Kilo Code
Nous Portal
Ollama
API Availability
Has API
API Availability
Has API
Pricing Information
Pricing not provided
Free Version
Free Trial Offered?
Pricing Information
Pricing not provided
Free Version
Free Trial Offered?
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Company Facts
Organization Name
Poolside
Date Founded
2023
Company Location
United States
Company Website
poolside.ai/blog/introducing-laguna-s-2-1
Company Facts
Organization Name
Date Founded
1998
Company Location
United States
Company Website
gemini.com