Jason Liu
Instructor — typed, validated structured output from language models.
2 evidence links
Prompting
Instruction design, structured outputs, and evals — the work that makes a model follow a job description.
Prompting on this directory is a capability, not a personality. Profiles that list it are expected to show how they specify a task and how they know it still works after a model change.
4 published profiles listing this capability.
Instructor — typed, validated structured output from language models.
2 evidence links
ColBERT and DSPy — late-interaction retrieval and compiled LLM pipelines.
2 evidence links
Datasette and the llm CLI, plus a public archive of prompt-injection notes.
2 evidence links
Prompting and guardrails for tasks that must not hallucinate.
Toronto · Selectively available · 2 evidence links
Frequently asked
Not at production scale. The work is version control, eval harnesses, regression tests, and observability. That is why prompting sits next to evaluation and guardrails in this taxonomy.
Many prompting profiles also list guardrails — jailbreak resistance, output validation, red-teaming. Use the capability filters on Discover to require both.
Strong prompt work is model-agnostic: the same eval suite against more than one host. Read the evidence; do not take a single-vendor claim at face value.