Orenda-Project

Classroom-observation coaching pipeline — pluggable scoring frameworks (OECD/HOTS/TEACH/FICO), the async queue worker, lesson-plan integration, and session debugging.

Trace any feature end to end — webhook → handler → service → queue → worker → DB → storage → delivery — to find where a user's request actually broke. The map that points you at the right service, worker, table, and skill for each feature.

How the bot logs — structured single-line JSON to the console, correlation IDs that thread a request across handler/queue/worker, semantic events, and an optional external log backend. Use when adding logging or wiring observability.

Pre-merge defensive checks for recurring, predictable bug classes — run before merging code that (a) emits new interactive button/list/Flow IDs, (b) edits or sends a Flow, (c) writes new enum/status values, (d) chains Supabase update+filter+select, (e) sends to a dormant user, or (f) tracks files toxic to a fresh clone. Each class has a concrete grep/SQL pre-flight and the failure mode it prevents.

A/B testing via a Thompson-sampling multi-armed bandit. DB-driven tests (ab_tests / ab_test_variants / ab_test_events) that learn the best-performing variant online. Use when adding or measuring a message/content experiment.

Query the bot's Postgres database with a read-only role. Use when analysing user metrics, debugging DB state, or exploring the schema. Column names: phone_number (not phone), first_name (not name) in the users table.

How testing works in this repo — the test runner, the domain-organised jest suites, the conformance guards that lock the schema/docs/source contracts, and the route-contract pattern for catching orphan dispatch. Use before adding tests or diagnosing CI.

The educational-video pipeline — script → TTS → image → animation → assembly → delivery — its env vars, the presigned-URL gotcha, the checkpoint/resume system, and common failures.

Coaching Agent — validate and execute @regression scenarios for the Baseline Assessment (baseline-assessment.feature) and the Module-Based Training Journey (training-flow.feature) against the app. Logs in first, runs only @regression scenarios (ignoring @smoke/@sanity/@wip/untagged), captures evidence, and generates a regression report. Trigger with /coaching-agent.

Generate complete BDD/Gherkin test cases for the coaching platform from a scenario description or file.

Mandatory SDLC workflow for new features, bug fixes, refactors, architecture changes, API changes, database changes, UI changes, tests, and deployment-related work. Use before implementation.

Use when producing final IDD validation output - create markdown table with scenario findings, assign PASS/PARTIAL/FAIL verdict, follow schema exactly

Use when IDD scenario is not COVERED - trace code line-by-line to find what the code ACTUALLY does, not what it should do

Use when validating IDD scenarios - map each scenario's steps to specific implementation locations in scope-bounded source files

Use when validating BDD feature files - extract scenarios, detect chunk filtering mode, classify positive vs negative scenarios

Use when running IDD validation - classify each scenario as COVERED/PARTIAL/MISSING/VIOLATION, assign severity, calculate final verdict

Plan-first, phase-based workflow for any feature. Plan together, divide into phases, write an onramp file, then execute. Scales from one-session changes to multi-week rebuilds.

Analyzes the current session and suggests harness improvements to reduce prompts, tokens, and errors.

Classroom-observation coaching pipeline — pluggable scoring frameworks (OECD/HOTS/TEACH/FICO), the async queue worker, lesson-plan integration, and session debugging.

Create branded social media posts for Taleemabad — high-DPI 2x resolution output: LinkedIn 2400×1256, Instagram 2160×2160, X/Twitter 2400×1350 (sharp on all screens). Uses UI UX Pro Max design intelligence + Excalidraw. Use this skill whenever the user asks to create, design, generate, or update a social media post, graphic, banner, or visual — even if they just describe the topic without saying "post" or "design". The skill handles design system generation, layout composition, all three platform sizes, Excalidraw canvas composition, and saving final PNG files to the Posts/ folder.