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AI and machine learning · 30 lessons · up to 10 minutes each
LLM Application Engineering
A planned application track for shaping model inputs, outputs, tools, and runtime behavior.
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LLM Application Engineering
Permanent access to the lessons published in this track when you buy. Future lessons are not included. 0 of 30 lessons are published; 0 are in owner review and 30 are Coming Soon.
$29.0030 lessons still in progress
Beginner
Lessons 1–10
01 LLM Application Engineering: Sketch task and response boundary
Topic: task and response boundary
Draw a small map of task and response boundary in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Beginner4 minComing Soon02 LLM Application Engineering: Name the parts of input and output tokens
Topic: input and output tokens
Label the main pieces in input and output tokens in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Beginner5 minComing Soon03 LLM Application Engineering: Trace an example of message and instruction roles
Topic: message and instruction roles
Follow one input through message and instruction roles in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Beginner6 minComing Soon04 LLM Application Engineering: Compare choices for context construction
Topic: context construction
Write down one practical difference between context construction in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Beginner7 minComing Soon05 LLM Application Engineering: Find the boundary in response streaming
Topic: response streaming
Mark where response streaming in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Beginner8 minComing Soon06 LLM Application Engineering: Inspect an example of tool handoff design
Topic: tool handoff design
Annotate a minimal example of tool handoff design in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Beginner9 minComing Soon07 LLM Application Engineering: Connect conversation state to a neighboring concept
Topic: conversation state
Show how conversation state in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Beginner10 minComing Soon08 LLM Application Engineering: Spot a failure mode in latency and failure budgets
Topic: latency and failure budgets
Describe one likely failure for latency and failure budgets in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Beginner3 minComing Soon09 LLM Application Engineering: Read an official example of model selection criteria
Topic: model selection criteria
Summarize an official example of model selection criteria in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Beginner5 minComing Soon10 LLM Application Engineering: Choose a use case for production observability
Topic: production observability
Match one small use case to production observability in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Beginner6 minComing Soon
Intermediate
Lessons 11–20
11 LLM Application Engineering: Build an example with task and response boundary
Topic: task and response boundary
Create a small working example that uses task and response boundary in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Intermediate4 minComing Soon12 LLM Application Engineering: Compose input and output tokens with another component
Topic: input and output tokens
Combine input and output tokens in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Intermediate5 minComing Soon13 LLM Application Engineering: Configure message and instruction roles for a small case
Topic: message and instruction roles
Set up message and instruction roles in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Intermediate6 minComing Soon14 LLM Application Engineering: Validate inputs around context construction
Topic: context construction
Add a check around context construction in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Intermediate7 minComing Soon15 LLM Application Engineering: Use response streaming in a short workflow
Topic: response streaming
Add response streaming in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Intermediate8 minComing Soon16 LLM Application Engineering: Refactor tool handoff design into a reusable unit
Topic: tool handoff design
Extract tool handoff design in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Intermediate9 minComing Soon17 LLM Application Engineering: Exercise conversation state with sample data
Topic: conversation state
Run sample data through conversation state in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Intermediate10 minComing Soon18 LLM Application Engineering: Observe latency and failure budgets outputs
Topic: latency and failure budgets
Capture the result of latency and failure budgets in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Intermediate3 minComing Soon19 LLM Application Engineering: Recover from a model selection criteria failure
Topic: model selection criteria
Handle one expected failure from model selection criteria in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Intermediate5 minComing Soon20 LLM Application Engineering: Document production observability behavior
Topic: production observability
Write a short usage note for production observability in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Intermediate6 minComing Soon
Advanced
Lessons 21–30
21 LLM Application Engineering: Test a boundary around task and response boundary
Topic: task and response boundary
Add an edge-case test for task and response boundary in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Advanced4 minComing Soon22 LLM Application Engineering: Harden input and output tokens
Topic: input and output tokens
Add the relevant access, safety, or validation control to input and output tokens in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Advanced5 minComing Soon23 LLM Application Engineering: Measure message and instruction roles
Topic: message and instruction roles
Record a small baseline for message and instruction roles in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Advanced6 minComing Soon24 LLM Application Engineering: Reduce cost in context construction
Topic: context construction
Change one measurable cost in context construction in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Advanced7 minComing Soon25 LLM Application Engineering: Diagnose a response streaming failure
Topic: response streaming
Use an observable signal to explain a failure in response streaming in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Advanced8 minComing Soon26 LLM Application Engineering: Make tool handoff design repeatable
Topic: tool handoff design
Show that rerunning tool handoff design in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Advanced9 minComing Soon27 LLM Application Engineering: Review trade-offs in conversation state
Topic: conversation state
Compare two documented approaches to conversation state in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Advanced10 minComing Soon28 LLM Application Engineering: Improve latency and failure budgets maintainability
Topic: latency and failure budgets
Refine latency and failure budgets in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Advanced3 minComing Soon29 LLM Application Engineering: Verify model selection criteria end to end
Topic: model selection criteria
Check that a complete small flow using model selection criteria in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Advanced5 minComing Soon30 LLM Application Engineering: Audit production observability against its source docs
Topic: production observability
Check the implementation of production observability in the context of language-model application boundaries, context, tools, and operations; save a short example or check that demonstrates the result.
Advanced6 minComing Soon
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