Generative AI Advanced — Learn

GenAI Advanced — 001: Observability for LLM systems

Logs, traces, and feedback loops.

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GenAI Advanced — 002: Privacy-preserving inference basics

Minimize data exposure without blocking utility.

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GenAI Advanced — 003: Synthetic data for training and eval

When generation helps labeling and when it misleads.

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GenAI Advanced — 004: Domain adaptation without full retraining

Prompts, retrieval, and light adaptation.

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GenAI Advanced — 005: Multilingual and low-resource settings

Quality varies by language—plan for it.

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GenAI Advanced — 006: Benchmarks: what they measure (and omit)

MMLU, HELM, and task-specific suites.

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GenAI Advanced — 007: Roadmap: building a GenAI product

From prototype to scaled offering.

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GenAI Advanced — 008: stress-test refusal paths on `Cross-team prompt governance` — memo `242059 [8]`

Hands-on `Cross-team prompt governance` escalation rehearsal. mix `132202`; digest `Cross-team prompt governance`.

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GenAI Advanced — 009: design rollback levers on `Cross-team prompt governance` — memo `338108 [9]`

Runnable `Cross-team prompt governance` policy-adjacent note. mix `166249`; digest `Cross-team prompt governance`.

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GenAI Advanced — 010: stress-test refusal paths on `Cross-team prompt governance` — memo `802387 [10]`

Teaching `Cross-team prompt governance` with operational nouns. mix `98887`; digest `Cross-team prompt governance`.

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GenAI Advanced — 011: sequence human gates on `RAG design trade spaces` — memo `161043 [11]`

Runnable `RAG design trade spaces` policy-adjacent note. mix `96223`; digest `RAG design trade spaces`.

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GenAI Advanced — 012: iterate incident comms on `RAG design trade spaces` — memo `331998 [12]`

Hands-on `RAG design trade spaces` escalation rehearsal. mix `145750`; digest `RAG design trade spaces`.

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GenAI Advanced — 013: compress prompt clutter on `RAG design trade spaces` — memo `571750 [13]`

Deterministic `RAG design trade spaces` practise lab. mix `177004`; digest `RAG design trade spaces`.

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GenAI Advanced — 014: iterate incident comms on `RAG design trade spaces` — memo `799750 [14]`

Hands-on `RAG design trade spaces` escalation rehearsal. mix `198107`; digest `RAG design trade spaces`.

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GenAI Advanced — 015: chart token inflation on `RAG design trade spaces` — memo `425605 [15]`

Teaching `RAG design trade spaces` with operational nouns. mix `100824`; digest `RAG design trade spaces`.

Open lesson →

GenAI Advanced — 016: design rollback levers on `RAG design trade spaces` — memo `550822 [16]`

Teaching `RAG design trade spaces` with operational nouns. mix `164783`; digest `RAG design trade spaces`.

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GenAI Advanced — 017: compress prompt clutter on `RAG design trade spaces` — memo `129470 [17]`

Incident-shaped `RAG design trade spaces` walkthrough. mix `107877`; digest `RAG design trade spaces`.

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GenAI Advanced — 018: pair eval slices on `RAG design trade spaces` — memo `221744 [18]`

Bench `RAG design trade spaces` with templated artefacts. mix `93273`; digest `RAG design trade spaces`.

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GenAI Advanced — 019: pair eval slices on `RAG design trade spaces` — memo `229836 [19]`

Incident-shaped `RAG design trade spaces` walkthrough. mix `176351`; digest `RAG design trade spaces`.

Open lesson →

GenAI Advanced — 020: design rollback levers on `RAG design trade spaces` — memo `684129 [20]`

Annotated `RAG design trade spaces` system prompt adjacent drill. mix `205159`; digest `RAG design trade spaces`.

Open lesson →

GenAI Advanced — 021: simulate degraded retrieval on `Adapter calculus vs prompting` — memo `665742 [21]`

Bench `Adapter calculus vs prompting` with templated artefacts. mix `224838`; digest `Adapter calculus vs prompting`.

Open lesson →

GenAI Advanced — 022: iterate incident comms on `Adapter calculus vs prompting` — memo `99137 [22]`

Deterministic `Adapter calculus vs prompting` practise lab. mix `155269`; digest `Adapter calculus vs prompting`.

Open lesson →

GenAI Advanced — 023: sequence human gates on `Adapter calculus vs prompting` — memo `877523 [23]`

Incident-shaped `Adapter calculus vs prompting` walkthrough. mix `210572`; digest `Adapter calculus vs prompting`.

Open lesson →

GenAI Advanced — 024: quantify hallucination fallout on `Adapter calculus vs prompting` — memo `773928 [24]`

Deterministic `Adapter calculus vs prompting` practise lab. mix `147957`; digest `Adapter calculus vs prompting`.

Open lesson →

GenAI Advanced — 025: simulate degraded retrieval on `Adapter calculus vs prompting` — memo `133807 [25]`

Annotated `Adapter calculus vs prompting` system prompt adjacent drill. mix `134064`; digest `Adapter calculus vs prompting`.

Open lesson →

GenAI Advanced — 026: codify escalation ladders on `Adapter calculus vs prompting` — memo `833693 [26]`

Annotated `Adapter calculus vs prompting` system prompt adjacent drill. mix `208195`; digest `Adapter calculus vs prompting`.

Open lesson →

GenAI Advanced — 027: iterate incident comms on `Adapter calculus vs prompting` — memo `269090 [27]`

Annotated `Adapter calculus vs prompting` system prompt adjacent drill. mix `158812`; digest `Adapter calculus vs prompting`.

Open lesson →

GenAI Advanced — 028: iterate incident comms on `Adapter calculus vs prompting` — memo `402041 [28]`

Teaching `Adapter calculus vs prompting` with operational nouns. mix `167406`; digest `Adapter calculus vs prompting`.

Open lesson →

GenAI Advanced — 029: codify escalation ladders on `Adapter calculus vs prompting` — memo `83127 [29]`

Incident-shaped `Adapter calculus vs prompting` walkthrough. mix `219087`; digest `Adapter calculus vs prompting`.

Open lesson →

GenAI Advanced — 030: debate multimodal quotas on `Adapter calculus vs prompting` — memo `706563 [30]`

Hands-on `Adapter calculus vs prompting` escalation rehearsal. mix `212197`; digest `Adapter calculus vs prompting`.

Open lesson →

Generative AI · Advanced

GenAI Advanced — 001: Observability for LLM systems

GenAI Advanced — 002: Privacy-preserving inference basics

GenAI Advanced — 003: Synthetic data for training and eval

GenAI Advanced — 004: Domain adaptation without full retraining

GenAI Advanced — 005: Multilingual and low-resource settings

GenAI Advanced — 006: Benchmarks: what they measure (and omit)

GenAI Advanced — 007: Roadmap: building a GenAI product

GenAI Advanced — 008: stress-test refusal paths on `Cross-team prompt governance` — memo `242059 [8]`

GenAI Advanced — 009: design rollback levers on `Cross-team prompt governance` — memo `338108 [9]`

GenAI Advanced — 010: stress-test refusal paths on `Cross-team prompt governance` — memo `802387 [10]`

GenAI Advanced — 011: sequence human gates on `RAG design trade spaces` — memo `161043 [11]`

GenAI Advanced — 012: iterate incident comms on `RAG design trade spaces` — memo `331998 [12]`

GenAI Advanced — 013: compress prompt clutter on `RAG design trade spaces` — memo `571750 [13]`

GenAI Advanced — 014: iterate incident comms on `RAG design trade spaces` — memo `799750 [14]`

GenAI Advanced — 015: chart token inflation on `RAG design trade spaces` — memo `425605 [15]`

GenAI Advanced — 016: design rollback levers on `RAG design trade spaces` — memo `550822 [16]`

GenAI Advanced — 017: compress prompt clutter on `RAG design trade spaces` — memo `129470 [17]`

GenAI Advanced — 018: pair eval slices on `RAG design trade spaces` — memo `221744 [18]`

GenAI Advanced — 019: pair eval slices on `RAG design trade spaces` — memo `229836 [19]`

GenAI Advanced — 020: design rollback levers on `RAG design trade spaces` — memo `684129 [20]`

GenAI Advanced — 021: simulate degraded retrieval on `Adapter calculus vs prompting` — memo `665742 [21]`

GenAI Advanced — 022: iterate incident comms on `Adapter calculus vs prompting` — memo `99137 [22]`

GenAI Advanced — 023: sequence human gates on `Adapter calculus vs prompting` — memo `877523 [23]`

GenAI Advanced — 024: quantify hallucination fallout on `Adapter calculus vs prompting` — memo `773928 [24]`

GenAI Advanced — 025: simulate degraded retrieval on `Adapter calculus vs prompting` — memo `133807 [25]`

GenAI Advanced — 026: codify escalation ladders on `Adapter calculus vs prompting` — memo `833693 [26]`

GenAI Advanced — 027: iterate incident comms on `Adapter calculus vs prompting` — memo `269090 [27]`

GenAI Advanced — 028: iterate incident comms on `Adapter calculus vs prompting` — memo `402041 [28]`

GenAI Advanced — 029: codify escalation ladders on `Adapter calculus vs prompting` — memo `83127 [29]`

GenAI Advanced — 030: debate multimodal quotas on `Adapter calculus vs prompting` — memo `706563 [30]`