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1. M.A.P. M.A.P. Public

   Three local LLMs read earnings filings and forecast five-day share prices as distributions, scored against reality and simple baselines, with the deciding tests fixed in advance.

   Python

2. GhostAudit GhostAudit Public

   HackerRank Orchestrate, October 2026: #425 of 4,094. AI agent that audits whether 'deleted' customer data is really gone, and writes evidence-cited remediation plans.

   Python

3. AWSOME AWSOME Public

   Placed 3rd, AWS North × Northumbria University Hackathon, September 2026. Learn AWS the way you scroll: reels, flashcards and a timed quiz, with an attention score that catches skimming.

   Python

4. Archivist Archivist Public

   Meta Global AI Developer Hackathon 2026. Turns scanned financial archives into a verified database: every value cited, read twice and checked, with doubts sent to a person. Four Meta models.

   Python 3

5. Root Root Public

   People's Choice Award, Claude Builder Club Hackathon, Northumbria University, November 2026. Root turns a short profile into North East careers that fit, the skills you're missing and the courses t…

   Python