Instructions file
Instructions for ShaheerKhawaja/ProductionOS, covering productionos 2.0.0-beta.1 — 10 composites, capabilities, core systems, self-evaluation and design & ux.
8 4mo ago A 4,470 tokens
original MIT
Agent
Red-team agent that attacks every assumption, breaks every feature, and finds every way to abuse the system. READ-ONLY — never modifies code. Uses hostile-user thinking to surface issues other agents miss.
8 4mo ago A 46 tokens
original MIT
Agent
AI/ML integration specialist. Designs model pipelines (inference, fine-tuning, LoRA adapters), selects infrastructure (GPU provisioning, model serving), implements evaluation frameworks, and optimizes for cost/latency tradeoffs. Covers Hugging Face, Replicate, Modal, RunPod, vLLM, and managed APIs.
8 4mo ago A 71 tokens
original MIT
Agent
API contract validation agent that ensures frontend API calls match backend endpoints, request/response types align, error codes are handled, and the API surface is consistent and well-documented.
8 4mo ago A 39 tokens
original MIT
Agent
HumanLayer-inspired approval gate. Enforces human-in-the-loop for HIGH-stakes operations. Classifies actions by risk level, blocks until approved.
8 4mo ago C 33 tokens
original MIT
Agent
System architecture generation agent — designs tech stack, service boundaries, data model, API contract, infrastructure topology, and security model from SRS requirements. Produces SYSTEM-ARCHITECTURE.md, DATA-MODEL.md, API-CONTRACT.md with Architecture Decision Records for every major choice.
8 4mo ago A 62 tokens
original MIT
Agent
AI asset generation agent — connects to image generation APIs (Nano Banana, FAL AI, Replicate), manages asset storage pipelines, generates responsive variants, and integrates assets into frontend code.
8 4mo ago A 40 tokens
original MIT
Agent
Headless browser control via Playwright for QA testing, screenshots, form interaction, page snapshots, and accessibility auditing. The eyes of ProductionOS.
8 4mo ago A 32 tokens
original MIT
Agent
Business logic validation agent that audits pricing calculations, approval workflows, state machines, authorization rules, and business rule consistency. Catches the bugs that pass code review but break the business.
8 4mo ago A 41 tokens
original MIT
Agent
Systematic code review agent with two-pass review (CRITICAL then INFORMATIONAL), fix-first heuristic (auto-fix mechanical issues, ask about ambiguous ones), battle-tested pattern detection, suppression list, and evidence-backed findings with file:line citations.
8 4mo ago A 53 tokens
original MIT
Agent
Communication assistant — generates and audits README, CHANGELOG, PR descriptions, commit messages, release notes, and API documentation. Cross-references docs against actual code for accuracy.
8 4mo ago A 39 tokens
original MIT
Agent
Comparative analysis agent — performs side-by-side codebase comparison, architecture A/B analysis, competitive analysis, before/after delta analysis, and technology evaluation with structured comparison matrices.
8 4mo ago A 40 tokens
original MIT