Move beyond a chat wrapper and prove evaluation discipline.
Show retrieval, data handling, evaluation, observability and cost/latency tradeoffs around AI systems.
Build evidence, not filler.
Choose one project you can finish, deploy and explain deeply. Quality of proof matters more than collecting ten unfinished repos.
RAG Evaluation Workbench
Build retrieval-augmented generation with repeatable quality evaluation instead of stopping at chat.
Support Ticket Triage Assistant
Classify and route support tickets with confidence thresholds, human review and evaluation.
Document Extraction Pipeline
Extract structured fields from messy documents and evaluate correctness against labeled examples.
Semantic Search Engine
Index a real corpus, implement semantic retrieval and compare it with keyword baselines.
AI Agent Operations Console
Build a tool-using agent with permissions, traces, retries and explicit human approval points.
Prompt Regression Test Suite
Create versioned prompts, test cases and automated quality/cost regression checks.
Make the project visible.
After you ship it, use the rest of SkillChirp to get discovery, validation and feedback instead of leaving the work hidden in a repository.