Bacancy

What version is your .NET system still on?

.NET Framework apps aren't running .NET. They're running a 2008 architecture on 2026 servers. The migration conversation you've been postponing gets more expensive every quarter. #TechArchitecture #TechMigration #DevForce #SoftwareEngineering #bacancy

What does your data-to-decision cycle actually look like?

83% of companies say they're data-driven. Less than 30% can tell you what their data pipeline's freshness SLA is. Those two numbers don't add up.

2/ Having data isn't the same as being able to act on data. Most 'data-driven' decisions are gut decisions with a dashboard attached. The gap is always in the layer between data collection and actual decision. That layer is what most data teams never get funded to fix.

Healthcare software fails more often for non-technical reasons than technical ones. Here's what we've seen across 30+ builds:

6/ Healthcare software isn't harder because of the technology. It's harder because you can't fix it in production after the fact.

5/ Fail 4: The validation timeline wasn't in the roadmap. Adding 4-6 months of clinical validation after sprint 20 isn't a plan. It's a surprise.

What Java version is your team on?

Java 8 EOL'd in 2019. Running it in production in 2026 isn't managing technical debt. It's gambling with it. The question isn't whether to migrate. It's how much the delay is costing. #java @java #backend #LegacyModernization #programming #Bacancy

bacancytechnology.com/ai-development… - We've built the boring, reliable kind

We've delivered 20+ AI projects. Here's the one thing that separates the ones that made it to production from the ones that died in demo:

6/ The pattern: Production AI is boring AI. Predictable, monitored, cost-controlled. The exciting demos are usually the ones nobody is using 6 months later.

5/ Dead in demo: no monitoring after go-live. Made it to production: hallucination rate, latency p99, and cost per query tracked from day one.