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Been digging into Salesforce's Agentforce updates and the terminology alone has shifted fast — "Topics" became "Subagents" back in April 2026, and Agent Script (the compiled, declarative language behind agent behavior) has quietly become the real story, not the point-and-click Canvas builder most of us learned on first.
A few things that stood out:
1. Hybrid reasoning is the actual answer to "can we trust an LLM with business rules." Agent Script splits logic into a deterministic layer (IF/ELSE, guaranteed action sequences — the LLM cannot override these) and a generative layer (natural language reasoning within those boundaries). That's a genuinely different guarantee than "the model usually gets it right."
2. Data masking through the Trust Layer is off by default — for accuracy/performance reasons. Fine for a lot of use cases, but a real design decision for anyone in healthcare or financial services, not something to assume is handled.
3. Agent Script integrates with Agentforce DX and a VS Code extension — meaning agent definitions can live in source control and go through actual CI/CD now, not just Setup configuration.
Questions for the group:
Curious how far ahead of the marketing the real implementations actually are.
Full breakdown here if useful: https://lanverse.in/blog/salesforce-agentforce-agent-script-guide-2026-architecture-career-roadmap
Spent some time going through Oracle's AI Agent Studio docs, the public GitHub repo, and the certification blueprints. A few things genuinely surprised me:
1. The security model is the headline, not the AI. Agents inherit Fusion's existing role-based access control automatically. A manager's agent sees team compensation data because the manager can — an IC's agent can't, for the same reason. No separate security layer to build or audit.
2. There's a hard 60-second response limit on Workflow Team interactions. If you're chaining multiple LLM calls plus an External REST invocation, that ceiling is a real architectural constraint — same energy as OIC's thread timeout limits.
3. The five tools (Business Object, Document, Email, Deep Link, External REST) feel very familiar if you come from OIC — basically adapters and actions with different names. And OIC 26.07 added a native A2A action to invoke Agent Studio agents directly from integration flows, so the two are clearly converging.
4. Two certifications already exist — 1Z0-1145-1 (Foundations Associate) and 1Z0-1155-2 (Developer, 90 min / 50 questions / 68% pass, validated against 26A).
Has anyone else been burned by OIC's "Abort" button in production?
Learned this one the hard way and I'm curious if others have hit it too.
An engineer on a support team I worked with bulk-selected an entire Errors page in OIC and hit Abort — to "clean up the dashboard." Those messages were gone. Permanently. Aborted instances can't be recovered by any means, and the source system had already marked them as sent.
That's data loss created by a UI button, and OIC gives you no warning beyond a line in the docs saying don't discard a message you want to resubmit.
A few related OIC monitoring gotchas that seem to catch people repeatedly:
Questions for the group:
Curious what patterns people have landed on.
⚡ Oracle Fusion SQL Challenge
Your BI Publisher report suddenly starts taking 12 minutes instead of 30 seconds.
What's the first thing you would check?
Execution Plan
Effective-Date Filters
Join Conditions
Unnecessary DISTINCT
SELECT *
Index Usage
Performance tuning is one of the most underrated skills for Oracle Fusion Technical Consultants, and it's a topic that frequently comes up in interviews and production support.
💬 What's the biggest SQL performance issue you've solved?
📖 Read the complete Oracle Fusion SQL Performance Tuning Guide on Lanverse.
🎯 Oracle Interview Question
An interviewer asks:
"How does an FBDI file reach Oracle Fusion and get processed?"
Would you be able to explain the complete flow involving UCM, ESS Jobs, and integrations?
💬 How would you answer this question?
📖 We've published a complete Oracle UCM guide with real implementation scenarios on Lanverse.
📊 Oracle Fusion Professionals
When should you use BI Publisher, OTBI, BICC, or Data Extraction?
Many consultants use these terms interchangeably, but each is designed for a different purpose. Choosing the wrong tool can affect performance, scalability, and even Oracle's recommended architecture.
💬 Which one do you use most in your projects, and why?
📖 We've published a detailed comparison covering BI Publisher, OTBI, BICC, and Oracle's new Data Extraction framework on Lanverse.
🚀 Oracle Interview Question
If an interviewer asked:
"Describe the most complex Oracle Fusion integration you've built."
What would be your answer?
• Fusion ↔ Banking
• Fusion ↔ Payroll
• Fusion ↔ Salesforce
• Supplier Automation
• HDL/FBDI Migration
• Large File Processing in OIC
Real project stories often matter more than technical definitions.
👇 Share your experience.
📖 Full Oracle Fusion Technical Scenarios Guide available on Lanverse.
💼 Big Tech Acquisition Alert
Persistent Systems has made a takeover offer for Nagarro, creating one of the largest AI-led engineering organizations to emerge from the Indian IT sector.
Whenever large acquisitions happen, employees usually ask the same question:
🤔 Does this create more opportunities or more uncertainty?
What has been your experience with mergers and acquisitions in the IT industry?
👇 Let's discuss.
📰 Full story available on Lanverse.
🤖 India's AI industry is now estimated to be worth $10–12 billion, and more companies are moving AI projects from experimentation to production.
As AI adoption accelerates, demand is growing for skills in:
• AI & Machine Learning
• Data Engineering
• Cloud Computing
• AI Governance
• Cybersecurity
• Enterprise AI Integration
💬 If you could invest time in learning just ONE AI-related skill over the next 3 years, what would it be?
And has AI already changed the way you work today?
📰 Read the full AI industry analysis on Lanverse.
💡 Oracle Fusion Professionals
What's the most challenging P2P issue you've faced in a live project?
• Invoice Holds
• Receipt Mismatches
• Supplier Setup Issues
• PO Approval Problems
• Tax Errors
• Integration Failures
Real-world troubleshooting often matters more in interviews than simply explaining the P2P flow.
👇 Share your experience with the community.
📖 Full Oracle Fusion P2P Interview Guide available on Lanverse.
🚀 Oracle Professionals
If you had just 30 days to prepare for an Oracle Fusion Technical Consultant interview, what would you focus on first?
✅ OIC
✅ REST APIs
✅ BI Publisher
✅ OTBI
✅ SQL/PLSQL
✅ Fusion Security
✅ SOAP Services
Everyone has a different strategy.
What's the one topic you believe candidates cannot afford to skip?
👇 Share your advice for the community.
📖 We've compiled real Oracle Fusion & OIC interview experiences on Lanverse.
🎯 Oracle Interview Reality Check
When preparing for Oracle Fusion or OIC interviews, most professionals focus only on technical questions.
But many interviewers spend more time discussing:
• Real project challenges
• Production issues
• Integration failures
• Performance bottlenecks
• Go-live experiences
Technical knowledge gets your foot in the door.
Real project experience often gets you the offer.
💬 What's the toughest Oracle Fusion, OIC, BI Publisher, or EBS interview question you've faced recently?
Let's help the community prepare better. 👇
📖 Read real Oracle interview experiences and questions on Lanverse.