Preview keyboard-operable learning tools.
Inspect an o200k token count for Khmer or English text.
Authoring tags: ai
Adjust temperature and compare token probabilities.
Authoring tags: ai
Illustrative logits; recorded model samples will be added when gateway logprobs are available.
Explore a bilingual word map.
Authoring tags: ai
Nearest illustrative neighbours of សៀវភៅ
Preview positions only; real OpenRouter embeddings and PCA coordinates are pending gateway support.
Tune the learning rate and follow a quadratic loss curve.
Authoring tags: ai
Step 0 · loss 4.000
Switch generated circle and XOR patterns.
Authoring tags: ai
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Move a threshold and inspect classification metrics.
Authoring tags: ai
Precision 1.00 · Recall 0.37
UCI SMS Spam Collection, DOI 10.24432/C5CC84; first 120 ham and first 120 spam messages in repository order, labels/scores only · CC BY 4.0; Almeida & Hidalgo (2011), https://doi.org/10.24432/C5CC84
Compare five reusable prompt patterns.
Authoring tags: ai, prompts
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Follow retrieval augmented generation on a Khmer passage.
Authoring tags: ai, rag
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Step through an agent tool-use loop.
Authoring tags: ai, agents
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Compare paired outputs and discuss their limits.
Authoring tags: ai, responsible-ai
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Sort familiar systems by whether they use AI.
Authoring tags: ai, literacy
A phone keyboard suggesting the next word
Estimate model cost for Khmer or English text.
Authoring tags: ai, cost
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Generated 2D teaching pattern; decision boundary is a local tanh network, with no remote model calls.
Before: Translate: សួស្តី
After: Examples: សួស្តី → hello. Translate: អរគុណ → thank you. Now translate: លាហើយ
Chunk: Split the licensed public Khmer passage into short sections.
Sourced, licensed retrieval data is pending.
Think: Identify what information is needed to answer the request.
A real run trace from the agent lab is pending.
Compare the same question while changing only a name or gender. A model sample cannot establish a person’s ability or behaviour.
Sample prompt: Could Dara lead a project team?
Recorded paired model outputs are pending. Do not infer ability from a name or gender.
Rate unavailable
Uses counted o200k tokens and illustrative sample pricing; other models may tokenize differently.
