Janea Systems

Enterprise AI's hardest problems today center on data, cost, trust, and operations, rather than the models. Our TechEx North America 2026 write-up: zurl.co/Insnv #AgenticAI #MLOps #AIInfrastructure #DataEngineering

AI refactoring tops out at 40%. A verification layer discards the wrong output and raises correctness to 98%. Part 2 of our write-up on refactoring with AI: zurl.co/xnJOg #AIRefactoring #MLOps #SoftwareEngineering #AgenticAI #TechnicalDebt

Two studies, two years apart, same conclusion: AI refactors complex code right about 40% of the time. Explore the research in our latest piece: zurl.co/WG2fG #AIRefactoring #SoftwareEngineering #TechnicalDebt #LLMs #DevTools

When trust in AI is low, so is the ROI. See how better filtering, precomputation, and validation can boost AI's speed and reliability: zurl.co/jRYDL #AI #MLOps #AgenticAI #EnterpriseAI

The more complex systems are, the more important it is to build #infrastructure and processes that scale your best engineers. This is why understanding #DevOps, #SRE, and #PlatformEngineering is so vital. Find everything you need to know in our blog 👉 zurl.co/dyQui

Most AI ROI dies in production. Causes can hide in plain sight. We cover 3 pipeline bottlenecks and the real-life fixes behind them. zurl.co/FwkeB #MLOps #AI #ML #DevOps #Infra

Question for #engineering leaders: What’s the actual bottleneck in your #AIdeployment right now? When we talked to teams scaling #LLMworkflows, the same answers kept coming up. We go deep on all 5 and share a case study here ➡️ zurl.co/7Omkx #MLOps

Enterprises lose up to 7.5% of revenue to performance bottlenecks in industrial automation and testing systems. We explained where these losses come from and how we addressed software limitations for a US-based manufacturer of machine vision systems 👉 zurl.co/EceZ4

→ janeasystems.com/blog/top-5-ope…

🛠️ From VS Code to PowerToys, open source drives daily developer productivity. Our engineers share the 5 tools they trust most. Link in comments 👇 #OpenSource #CodingTools #SoftwareEngineering #VSCode #PowerToys

Just got back from @ai_expo. 🤖 AI is moving from hype to execution. The focus is now on operationalized #AI, platforms, #MLOps, and AI ROI. 💡 We pulled together the top takeaways → janeasystems.com/blog/ai-big-da…

🤔 Enterprise AI adoption is rising fast—yet trust in full autonomy is dropping. Why? It’s not a crisis, but a sign of maturity. Discover 3 paradoxes shaping AI adoption → janeasystems.com/blog/paradoxes… #EnterpriseAI #AIMaturity #AIAdoption #AIgovernance #AIintegration

🚀 From copy-paste to AI agent: we integrated Semantic Kernel into Microsoft PowerToys Advanced Paste. See how modular plugins + reasoning change the game → janeasystems.com/blog/generativ… #GenerativeAI #AIAgents #SemanticKernel #MicrosoftPowerToys

🌍🔒 #GeoAI is transforming industries—but security risks are growing. From privacy leaks in training data to malicious prompt attacks, here are the 5 biggest challenges for secure GeoAI → janeasystems.com/blog/top-5-cha… #AIsecurity #Geospatial #CyberSecurity #AIrisks

🔗 janeasystems.com/blog/geospatia…

Foundation AI models push geospatial past manual GIS. Take a tour of the leading models from IBM, NASA, and Google (link in the comments). #geoAI #GIS #EarthObservation #Mapping #EdgeAI

PowerToys, open source, and the enterprise: Jaime Bernardo breaks down incentives, reviews, contributor paths, and dependency risks. Read the interview, part 2 ⤵️ janeasystems.com/blog/powertoys… #opensource #powertoys

Read more 🔗 janeasystems.com/blog/the-only-…

When a new #LLM smashes benchmarks but users are still disappointed, who do you trust? Our Senior Data Engineer Federico Romeo Zambelli says obsession with benchmarks is flawed. To know which #AI is best, look at user adoption. (Link in comments.)

Can #LLMs be judged only by benchmarks like #MMLU or #HumanEval? AI Engineer Emanuele Antonioni, PhD, dives into user-centric evaluation—clarity, usefulness, cultural context, intent alignment—plus MT-Bench, HELM, AlpacaEval, WildBench & AlignBench. 🔗 janeasystems.com/blog/llm-evalu…