Projects

Built, tested, and labeled honestly

Every project carries two independent labels — lifecycle status and deployment reality — plus evidence-labeled claims. Prototypes are called prototypes here.

6 projects shown

The Khmer-language chomkar.com homepage: a headline over a photograph of farmers working under shade netting in a vegetable field.
Pre-pilotPublic demo2026 — present

Chomkar OrderLoop

Business & Strategy · Software & Product Systems

A buyer-first coordination concept: one recurring buyer order assembled from documented smallholder commitments before harvest.

  • Field research
  • Product strategy
  • Agritech
  • Market coordination
  • +1
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Illustration: an audio waveform flows into a transcript card reading “សួស្តី ខ្ញុំឈ្មោះ ចំរើន” (“Hello, my name is Chamroeun”), with the labels “Whisper-small, fine-tuned” and “open weights · CLI”.
PrototypeLocal only2026 — present

Kaskor ASR

AI & Machine Learning · Software & Product Systems

Khmer speech-to-text on a fine-tuned Whisper-small — 3.74% CER on a speaker-dependent validation split (self-reported) — public code, released weights, and an installable CLI.

  • Python
  • PyTorch
  • Whisper
  • Hugging Face
  • +2
Illustration: a weighted decision matrix scores three farm lots — chili, cucumber, and long bean — on water, soil, market, and labour; the top-scoring row is marked “recommended”.
PrototypeLocal only2026 — present

Chomkar Decision Grid

AI & Machine Learning · Software & Product Systems · Governance & Commercial Rules

A deterministic farm-lot decision engine — 62 unit tests, CI-gated, bilingual Khmer/English audit reports — where a human approves every recommendation.

  • Python
  • Decision intelligence
  • Unit testing
  • CI
  • +2