instruction: Read a CSV file, filter rows, compute statistics, and output a markdown report

ilang_chain:
[PROTOCOL:I-Lang|v=3.0]
[READ:@LOCAL|path=sales.csv]
  =>[FILT|whr=revenue>10000]
  =>[GRP|grp=region]
  =>[STAT|col=revenue]
  =>[SORT|srt=mean,desc]
  =>[FMT|fmt=md]
  =>[WRIT:@LOCAL|path=report.md]

natural_language: Read the sales.csv file, keep only rows where revenue exceeds 10000, group by region, calculate revenue statistics for each group, sort by mean revenue descending, format as markdown, and save to report.md


instruction: Scan codebase for TODO comments and generate a prioritized task list

ilang_chain:
[PROTOCOL:I-Lang|v=3.0]
[READ:@LOCAL|path=src/]
  =>[FILT|mch=*.ts,*.tsx]
  =>[SCAN|whr=TODO,FIXME,HACK,XXX]
  =>[CLSF|typ=priority]
  =>[SORT|srt=priority,desc]
  =>[FMT|fmt=md]
  =>[OUT]

natural_language: Read all TypeScript files in the src directory, find all TODO, FIXME, HACK, and XXX comments, classify them by priority, sort highest priority first, format as markdown, and display the results


instruction: Batch translate a README into 8 languages

ilang_chain:
[PROTOCOL:I-Lang|v=3.0]
[READ:@LOCAL|path=README.md]
  =>[BATC|op=XLAT,lng=ja,ko,es,fr,de,pt,ru,zh]
  =>[WRIT:@LOCAL|path=docs/README.{lng}.md]

natural_language: Read README.md, translate it into Japanese, Korean, Spanish, French, German, Portuguese, Russian, and Chinese, saving each translation to the docs directory with the appropriate language code in the filename

category: localization


instruction: Build a REST API endpoint with validation

ilang_chain:
[PROTOCOL:I-Lang|v=3.0]
[PLAN|goal=rest_endpoint]
  =>[DRFT|typ=api_handler|mth=POST|path=/users]
  =>[DRFT|typ=validation|lib=zod]
  =>[DRFT|typ=error_handler]
  =>[TEST|typ=unit,integration]
  =>[WRIT:@LOCAL|path=src/routes/users.ts]

natural_language: Plan a REST API endpoint, draft a POST /users handler, add Zod input validation, add error handling, write unit and integration tests, and save everything to the routes file


instruction: Review a pull request for security and performance issues

ilang_chain:
[PROTOCOL:I-Lang|v=3.0]
[READ:@GH|path=pull/142]
  =>[EVAL|focus=security,performance|depth=thorough]
  =>[SCAN|whr=vulnerability,bottleneck]
  =>[CLSF|typ=severity]
  =>[FMT|fmt=md]
  =>[OUT]

natural_language: Read pull request #142 from GitHub, evaluate it thoroughly for security and performance issues, scan for vulnerabilities and bottlenecks, classify findings by severity, format as markdown, and display the review


instruction: Deploy a static site to Cloudflare Pages

ilang_chain:
[PROTOCOL:I-Lang|v=3.0]
[PLAN|goal=deploy_static]
  =>[EXEC|cmd=npm run build]
  =>[TEST|typ=smoke|url=localhost:3000]
  =>[EXEC|cmd=wrangler pages deploy dist/]
  =>[TEST|typ=smoke|url=production_url]
  =>[OUT|msg=deployment_status]

natural_language: Plan the deployment, run the build command, smoke test locally, deploy to Cloudflare Pages using Wrangler, smoke test the production URL, and report deployment status

category: deployment


instruction: Generate a database migration with rollback

ilang_chain:
[PROTOCOL:I-Lang|v=3.0]
[PLAN|goal=db_migration]
  =>[DRFT|typ=migration_up|table=orders|col=status:enum]
  =>[DRFT|typ=migration_down|table=orders|col=status]
  =>[EVAL|sty=safety_check|whr=data_loss]
  =>[WRIT:@LOCAL|path=migrations/003_add_order_status.sql]

natural_language: Plan a database migration, draft the up migration adding a status enum column to orders table, draft the corresponding down migration, evaluate for potential data loss, and save the migration file

category: database


instruction: Set up a CI/CD pipeline with GitHub Actions

ilang_chain:
[PROTOCOL:I-Lang|v=3.0]
[PLAN|goal=ci_cd_pipeline]
  =>[DRFT|typ=workflow|trigger=push,pr]
  =>[DRFT|typ=job|name=test|steps=checkout,install,lint,test]
  =>[DRFT|typ=job|name=deploy|steps=build,deploy|needs=test]
  =>[EVAL|sty=security_check|whr=permissions,secrets]
  =>[WRIT:@LOCAL|path=.github/workflows/ci.yml]

natural_language: Plan a CI/CD pipeline, draft a GitHub Actions workflow triggered on push and PR, create a test job with checkout, install, lint, and test steps, create a deploy job that depends on test passing, review security of permissions and secrets handling, and save the workflow file

category: devops


instruction: Refactor a monolithic function into smaller composable units

ilang_chain:
[PROTOCOL:I-Lang|v=3.0]
[READ:@LOCAL|path=src/processOrder.ts]
  =>[SCAN|whr=responsibility,side_effect]
  =>[PLAN|goal=decompose|strategy=single_responsibility]
  =>[DRFT|typ=refactor|pattern=extract_function]
  =>[TEST|typ=regression]
  =>[WRIT:@LOCAL|path=src/orders/]

natural_language: Read the monolithic processOrder file, scan for distinct responsibilities and side effects, plan decomposition using single responsibility principle, draft refactored code extracting separate functions, run regression tests, and save the decomposed modules to the orders directory

category: refactoring


instruction: Generate API documentation from source code

ilang_chain:
[PROTOCOL:I-Lang|v=3.0]
[READ:@LOCAL|path=src/routes/]
  =>[FILT|mch=*.ts]
  =>[SCAN|whr=endpoint,handler,param,response]
  =>[FMT|fmt=openapi_yaml]
  =>[WRIT:@LOCAL|path=docs/api.yaml]
  =>[FMT|fmt=md]
  =>[WRIT:@LOCAL|path=docs/API.md]

natural_language: Read all TypeScript files in the routes directory, scan for endpoint definitions, handlers, parameters, and response types, generate an OpenAPI YAML spec, save it, also generate a human-readable markdown version, and save that too

category: documentation


instruction: Analyze dependencies for security vulnerabilities

ilang_chain:
[PROTOCOL:I-Lang|v=3.0]
[READ:@LOCAL|path=package.json]
  =>[EXEC|cmd=npm audit --json]
  =>[SCAN|whr=severity:high,severity:critical]
  =>[CLSF|typ=severity]
  =>[SORT|srt=severity,desc]
  =>[DRFT|typ=fix_plan]
  =>[OUT]

natural_language: Read the package.json, run npm audit, filter for high and critical severity vulnerabilities, classify by severity, sort most critical first, draft a fix plan for each vulnerability, and display the results

category: security


instruction: Create a complete landing page from a description

ilang_chain:
[PROTOCOL:I-Lang|v=3.0]
[PLAN|goal=landing_page|sections=hero,features,pricing,cta]
  =>[DRFT|typ=html|framework=tailwind]
  =>[DRFT|typ=copy|ton=professional]
  =>[DRFT|typ=responsive|breakpoints=sm,md,lg]
  =>[EVAL|sty=accessibility|whr=aria,contrast,keyboard]
  =>[WRIT:@LOCAL|path=index.html]

natural_language: Plan a landing page with hero, features, pricing, and call-to-action sections, draft the HTML using Tailwind CSS, write professional copy, ensure responsive design across breakpoints, evaluate accessibility for ARIA labels, contrast, and keyboard navigation, and save the final page

category: frontend


instruction: Greek alias shorthand for quick file processing

natural_language: Read the logs directory, filter for .log files (φ=FILT), sort by size descending (∇=SORT), compute size statistics (μ=STAT), and output (Ω=OUT)

aliases_used: φ=FILT, ∇=SORT, μ=STAT, Ω=OUT


instruction: Merge multiple configuration files and detect conflicts

ilang_chain:
[PROTOCOL:I-Lang|v=3.0]
[READ:@LOCAL|path=config/]
  =>[FILT|mch=*.json]
  =>[Σ|strategy=deep_merge]
  =>[SCAN|whr=conflict,override]
  =>[Δ|base=config/default.json]
  =>[WRIT:@LOCAL|path=config/merged.json]

natural_language: Read all JSON files in the config directory, deep merge them (Σ=MERGE), scan for conflicting values, diff against the default config (Δ=DIFF), and save the merged result

aliases_used: Σ=MERGE, Δ=DIFF


instruction: Full project scaffolding from zero

ilang_chain:
[PROTOCOL:I-Lang|v=3.0]
[PLAN|goal=scaffold|stack=node,typescript,express,postgresql]
  =>[EXEC|cmd=npm init -y]
  =>[EXEC|cmd=npm i express pg zod dotenv]
  =>[EXEC|cmd=npm i -D typescript @types/express @types/pg]
  =>[DRFT|typ=tsconfig]
  =>[DRFT|typ=project_structure|dirs=src/routes,src/db,src/middleware]
  =>[DRFT|typ=entry_point|path=src/index.ts]
  =>[DRFT|typ=dockerfile]
  =>[DRFT|typ=readme]
  =>[WRIT:@LOCAL|path=./]

natural_language: Plan a Node.js TypeScript Express PostgreSQL project, initialize npm, install production and dev dependencies, create tsconfig, set up directory structure, draft the entry point, Dockerfile, and README, and save everything to the current directory

category: scaffolding