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Lecture Creation Workflow · pedrohcgs | DecimalAI

design mediaby pedrohcgs

Lecture Creation Workflow

pedrohcgs/create-lecture

Source pedrohcgs/claude-code-my-workflow ↗License MIT

Create a new Beamer lecture `.tex` from source papers and materials, with notation consistency checks and the project's preamble wired in.

SkillScore95Maintained

On-demandOn-demand: invoked explicitly — never occupies your agent's context until called.

Tutoring & Education pack

Last verified 8/13/2026

What it changes

Passed 20 of 21 test cases with the skill, and 8 of 21 without it.

Without skill36%

With skill95%

Checks it passed that the model alone missed

Rejects using three colored boxes on a single slide.
Disallows the use of Beamer pause or overlay commands.
Declines to generate all forty slides in a single step.

and 18 more in the full report

13 fixed8 passed either way1 still failing0 broke

Pass-rate lift: +59 pp
Tokens: -3%
Agent turns: 0%
Response time: -44%

Model gemini-3.6-flashMeasured 8/13/2026v121 of 22 cases passed with skill · 21 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/pedrohcgs-create-lecture/SKILL.md https://app.decimal.ai/s/pedrohcgs-create-lecture/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add pedrohcgs-create-lecture, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/pedrohcgs-create-lecture/ and pins it in .decimal/skills.lock

decimalai skills add pedrohcgs-create-lecture

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/pedrohcgs-create-lecture/SKILL.md https://app.decimal.ai/s/pedrohcgs-create-lecture/SKILL.md

Raw file: /s/pedrohcgs-create-lecture/SKILL.md ↗ · machine-readable summary at /s/pedrohcgs-create-lecture.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 13 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 13

Prompt

After compiling our Beamer lecture deck without syntax errors, what mandatory analytical review pass should be run before finalizing the session log?

What was checked, without and with the skill
Checked	Without skill	With skill
Requires executing a Devil's Advocate review pass on the presentation content.	Missed	Passed

case-21 · gemini-3.6-flash · 8/13/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md119 linessingle file

Lecture Creation Workflow

Create a beautiful, pedagogically excellent Beamer lecture deck.

This is a collaborative, iterative process. The instructor drives the vision; Claude is a thinking partner.

CONSTRAINTS (Non-Negotiable)

Read the knowledge base FIRST — notation registry, narrative arc, applications database
Every new symbol MUST be checked against the notation registry
Motivation before formalism — no exceptions
Worked example within 2 slides of every definition
Max 2 colored boxes per slide
No \pause or overlay commands (check project rules)
Transition slides at major conceptual pivots
Thread at least 1 running empirical application throughout
All citations verified against the bibliography
Work in batches of 5-10 slides — share for feedback, don't bulk-dump

WORKFLOW

Phase 0: Intake & Context (Pre-Flight Report required)

Read the inputs, then produce a Pre-Flight Report in your response before Phase 1 starts.

Inputs to read:

.claude/rules/knowledge-base-template.md — notation registry, narrative arc, applications
.claude/rules/content-invariants.md — INV-1..INV-8 govern slide content
Any source papers / existing slides the user provided
The previous lecture's .tex (last section + ending slide) if one exists

Required Pre-Flight Report block:

## Pre-Flight Report

Track record

Benchmark

20 / 21

test cases passed, vs 8 / 21 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

pedrohcgs / claude-code-my-workflow

.claude/skills/create-lecture/SKILL.md

View on GitHub ↗

License MITImported 10/1/2026Version v1

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

brycewang-stanford/create-lectureCreate new Beamer lecture from papers and materials. Guided workflow with notation consistency.Close match+45 pp pass-rate lift

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Lecture Creation Workflow

CONSTRAINTS (Non-Negotiable)

WORKFLOW

Phase 0: Intake & Context (Pre-Flight Report required)

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills