Essays from the DOSSIAR team
Origin stories, engineering write-ups, and practical guides you can hand a junior RCIC on Monday morning.
- ·9 min·Trainee
From trainee to RCIC: a 90-day practice plan with DOSSIAR
A week-by-week plan to get from CICC registration to first paying client with genuine muscle memory — not just shadowing hours.
Read → - ·8 min·Guide
The most common reason IRCC refuses study permits — and how to practice around it
Dual intent is the refusal you see most in cohort-1 DOSSIAR runs. Here is the anatomy of the refusal, the three tells, and the exact scenarios to drill.
Read → - ·6 min·CPD
How to use DOSSIAR for CPD hours
A practical guide to stacking structured and unstructured CPD with DOSSIAR scenarios — and getting the certificate CICC accepts on the first submission.
Read → - ·7 min·Origin
Why I built DOSSIAR
I watched junior RCICs learn on live client files for too many years. The same mistakes. The same refusals. Here's what we built instead.
Read → - ·9 min·Engineering
How our AI immigration officer was trained
DOSSIAR's AI officer is not a single model. It's a pipeline: a deterministic evaluator per visa category, a retrieval layer over paraphrased IRCC operational guidance, and an LLM t…
Read → - ·5 min·Policy
The ethics of simulated IRCC decisions
A question we get a lot: "Isn't it dangerous to generate immigration verdicts with AI?" The answer depends on what the verdict is for.…
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