KaribuTech AI / Expertise
Advanced AI
Explore agentic systems, multimodal reasoning and production-grade intelligence through disciplined research and evaluation.
Agentic AI & Tool Use
Design agents that plan bounded tasks, call approved tools and escalate uncertainty. Separate model suggestions from authorised actions, with budgets, approval gates and auditable execution traces.
Advanced RAG & Knowledge Graphs
Combine hybrid search, reranking and graph relationships to ground answers in enterprise evidence. Enforce document permissions before retrieval and evaluate citation accuracy, conflicting sources and abstention.
Multimodal & Vision-Language Models
Research models that connect text, images, audio and video. Evaluate cross-modal grounding and field-level evidence, including poor-quality inputs and language differences.
Fine-Tuning & Efficient Adaptation
Compare prompting and retrieval with parameter-efficient fine-tuning. Curate consented datasets, prevent train-test leakage and track quality, cost and catastrophic forgetting before deployment.
Reasoning & Model Evaluation
Use independent task suites to assess correctness and robustness, not the fluency of an explanation. Record model and prompt versions, latency, reviewer effort and high-impact failure cases.
Edge AI & Federated Learning
Explore inference near devices and collaborative training without centralising raw datasets. Assess device limits, secure updates and privacy threats; federated learning alone is not a privacy guarantee.
MLOps & LLMOps
Maintain reproducible datasets, evaluation gates and approved model registries. Monitor drift, retrieval changes, cost and operational incidents, with rollback procedures and human ownership.
Insights & research
Advanced AI articles
| Article | |
|---|---|
| Draft | Advanced RAG: hybrid retrieval, reranking and knowledge graphs Ground enterprise answers in permission-aware evidence and evaluate each retrieval stage independently. Advanced AI |
| Draft | Agentic AI: planning, tools and accountable execution A research and engineering guide to bounded agents, approval gates and measurable task outcomes. Advanced AI |
| Draft | Multimodal AI and LLMOps: from prototype to monitored service Evaluate text, image and audio models with reproducible release gates and operational safeguards. Advanced AI |