Janea Systems

Solving the toughest enterprise software challenges, leveraging AI, cloud, and deep engineering expertise.

[Janea Systems @JaneaSystems]

The research on AI coding tools reveals a troubling correlation: faster output; weaker judgment. Our new piece digs into why and shows a potential solution from one of our engineers: https://t.co/rd6qosKHSH
#SoftwareEngineering #AIEngineering #OpenSource #AIFatigue #AgenticAI

[Janea Systems @JaneaSystems]

Enterprise AI's hardest problems today center on data, cost, trust, and operations, rather than the models.
Our TechEx North America 2026 write-up: https://t.co/UlG07BasyA
#AgenticAI #MLOps #AIInfrastructure #DataEngineering

[Janea Systems @JaneaSystems]

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: https://t.co/vov2Maqd7W
#AIRefactoring #MLOps #SoftwareEngineering #AgenticAI #TechnicalDebt

[Janea Systems @JaneaSystems]

Two studies, two years apart, same conclusion: AI refactors complex code right about 40% of the time. Explore the research in our latest piece: https://t.co/l0sq2oii3N
#AIRefactoring #SoftwareEngineering #TechnicalDebt #LLMs #DevTools

[Janea Systems @JaneaSystems]

When trust in AI is low, so is the ROI. See how better filtering, precomputation, and validation can boost AI's speed and reliability: https://t.co/PxZ5fzAXRe

#AI #MLOps #AgenticAI #EnterpriseAI

[Janea Systems @JaneaSystems]

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 👉 https://t.co/is8VosrQsb

[Janea Systems @JaneaSystems]

Most AI ROI dies in production. Causes can hide in plain sight. We cover 3 pipeline bottlenecks and the real-life fixes behind them. https://t.co/9BMJyKGfjb #MLOps #AI #ML #DevOps #Infra

[Janea Systems @JaneaSystems]

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 ➡️ https://t.co/0SkCmMyd2h #MLOps

[Janea Systems @JaneaSystems]

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 👉 https://t.co/7kYfyDSzZP

[Janea Systems @JaneaSystems]

→ https://t.co/t3eIElIJv8

[Janea Systems @JaneaSystems]

🛠️ 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

[Janea Systems @JaneaSystems]

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 → https://t.co/YQN0Ao0dgE

[Janea Systems @JaneaSystems]

🤔 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 → https://t.co/D5Kjyeiwt8

#EnterpriseAI #AIMaturity #AIAdoption #AIgovernance #AIintegration

[Janea Systems @JaneaSystems]

🚀 From copy-paste to AI agent: we integrated Semantic Kernel into Microsoft PowerToys Advanced Paste. See how modular plugins + reasoning change the game → https://t.co/Rhvb7yiLtk

#GenerativeAI #AIAgents #SemanticKernel #MicrosoftPowerToys

[Janea Systems @JaneaSystems]

🌍🔒 #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 → https://t.co/S1ne3NDF1N

#AIsecurity #Geospatial #CyberSecurity #AIrisks

[Janea Systems @JaneaSystems]

🔗 https://t.co/S3y3vJlT8f

[Janea Systems @JaneaSystems]

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

[Janea Systems @JaneaSystems]

PowerToys, open source, and the enterprise: Jaime Bernardo breaks down incentives, reviews, contributor paths, and dependency risks. Read the interview, part 2 ⤵️

https://t.co/CqWf1nfzGG

#opensource #powertoys

[Janea Systems @JaneaSystems]

Read more 🔗 https://t.co/Q6FviiMEZh

[Janea Systems @JaneaSystems]

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.)