Curriculum Compass. Find what skills schools should teach by analyzing real job postings.

github.com/listyantidewi1/decision-support-system-for-curriculum-design

@listyantidewi1

Problem

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Audience

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Market

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Pricing

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Vaya's read on this project

Problem, audience, market, and the verdict — sign in to see it.

Updates

May 2026

n1k_v9_full May 13
v2 Layer-1 decision: finalize with Llama 70B result May 12
docs: Phase 2.2 design doc — cluster-driven competency generator with… May 11
plots: RQ1 publication figures — extractor F1 + verb-preservation May 11
scripts: add Skill-LLM offline integration smoke test (23/23 pass) May 11
api_zero_shot/eval: defensive list-output handling + incremental save May 11
pipeline-redesign-v2 Phase 1.5: integrate Skill-LLM as Layer 1 (offli… May 11
future_domains: refresh against WEF Future of Jobs Report 2025 May 11
v2: settle Layer-1 extractor decision — Skill-LLM 8B wins May 11
docs: v2 mission reframe — broader audience, realistic gates, anti-ha… May 11
fix: load OpenRouter key from OpenRouter.txt, not jatevo.txt May 11
api_zero_shot: fix 401 -- load key from OpenRouter.txt with jatevo.tx… May 11
api_zero_shot: SkillSpan eval against OpenRouter LLMs May 11
skill_llm/kaggle: inline pip install before torch import May 11
skill_llm/kaggle: add eval-only resume script May 11
skill_llm: fix eval BatchEncoding crash + try/except so adapter survives May 11
skill_llm: disable_tqdm=True so per-step logs appear in Kaggle batch … May 11
skill_llm: fix T4 first-backward hang + per-step visibility May 11
skill_llm: fp16 + single-GPU + shorter seq for T4/P100 Kaggle runs May 11
docs: refresh narrative + sample-data .md files for pipeline-redesign-v2 May 10