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Zero-Drift AI Agent Architecture

Production AI Stack Kits. Built for Agents from Step One.

Stop fighting hallucinated APIs, broken imports, and drifting rule files. Every kit combines verified Starter code, single-source Rules (transpiled to 6 agent dialects), SKILL.md workflows, DESIGN.md tokens, and non-negotiable security scans into one reproducible setup.

Explore 10 Stacks ↓ How Kit Layers Work
10
Production Stacks
Laravel, Next.js, Django, FastAPI RAG & Agents
5
Plain-Text Primitives
Rules, Skills, Design, Security & Steps
6
Agent Dialects
Cursor, Claude, Codex, Copilot, Antigravity, Windsurf
100%
Non-Negotiable Security
Pre-wired Gitleaks, Semgrep, & RBAC in every kit
Showing 10 of 10 kits
Ecosystem:
Status:
Kit #1 • Flagship Ready to Clone

Laravel + Filament + PostgreSQL

Production SaaS & Admin Stack. Multi-stage Docker, Filament 4/3 SPA panel, Spatie RBAC, MFA, Horizon queue, and pre-wired Pest Arch security tests.

PHP 8.4 Laravel 12/13 Filament 4/3 PostgreSQL 16+ Docker
Transpiled rules for 6 AI agent dialects
SKILL.md workflows (Filament resource generator)
DESIGN.md token system & dark mode guide
Security layer: Gitleaks + Semgrep pre-configured
View Kit Details & Guide →
Kit #2 Blueprint Spec

Laravel + Livewire + PostgreSQL

Reactive TALL Stack with Flux UI components, Volt single-file components, Folio page-based routing, Fortify authentication, and PostgreSQL.

PHP 8.4 Laravel 12 Livewire 4 Flux UI PostgreSQL
Volt & Folio idiomatic agent rules
Flux UI component design tokens
CSRF & Livewire property security checks
View Blueprint →
Kit #3 Empty-Market Pioneer

Laravel + MongoDB (NoSQL)

Zero existing starters exist for this combination. Official mongodb/laravel-mongodb Eloquent package, embedded documents, aggregation pipelines, and custom dashboard.

PHP 8.4 Laravel 12 MongoDB 7+ React / Inertia
MongoDB Eloquent query rules for agents
Aggregation pipeline optimization skills
NoSQL injection defense in SECURITY.md
View Blueprint →
Kit #4 Blueprint Spec

Laravel + MySQL Dashboard (Blueprint)

Battle-tested enterprise foundation. Pre-wired Larastan Level 8, Pint formatting, Pest Architecture tests, and high-concurrency MySQL 8 indexing.

PHP 8.4 Laravel 12 MySQL 8 Larastan L8
Strict type safety & static analysis rules
Pest Architecture regression tests
View Blueprint →
Kit #5 Blueprint Spec

Next.js 15+ + Supabase + shadcn/ui

React Server Components, Server Actions with Zod validation, Row-Level Security in Supabase/PostgreSQL, and shadcn/ui tokens.

Next.js 15 TypeScript 5 Supabase RLS shadcn/ui
Server Action security & Zod schema rules
Supabase RLS policy generator skills
View Blueprint →
Kit #6 Blueprint Spec

Django 5+ + Tailwind + PostgreSQL

Python enterprise foundation with batteries-included admin, Celery background queues, django-tailwind, and custom user model auth.

Python 3.12+ Django 5 PostgreSQL Celery / Redis
Django ORM & migration rules for agents
Admin customization with DESIGN.md tokens
View Blueprint →
Kit #7 Blueprint Spec

Flask + HTMX + Alpine.js

Lightweight hypermedia stack. Zero complex JS build tooling, partial HTML rendering over the wire, and instant interaction speed.

Python 3.12+ Flask 3 HTMX 2 Alpine.js
HTMX partial response rules & swapping patterns
WTForms & CSRF protection pre-wired
View Blueprint →
Kit #8 Blueprint Spec

Production RAG Stack

Production Retrieval-Augmented Generation. Ingest → Chunk → Embed → Retrieve → Generate with multi-tenant tenant isolation and eval benchmarks.

FastAPI Qdrant / Chroma LangChain Ollama / OpenAI
Multi-tenant RAG isolation rules
Prompt injection defense middleware
View Blueprint →
Kit #9 Blueprint Spec

Autonomous Multi-Agent System

State-machine agent graph with LangGraph and CrewAI. Safe tool execution, Docker sandboxing, human-in-the-loop approvals, and token cost fences.

Python 3.12+ LangGraph CrewAI Docker Sandbox
Agent tool sandboxing & permission walls
State checkpointing & human verification
View Blueprint →
Kit #10 Security Domain

Reverse Engineering & Security Agent Stack

Binary, firmware, and AST code analysis tools structured for AI agents. Pre-wired GhidraMCP, Radare2, Semgrep rule authoring, and memory safety verifiers.

Python 3.12+ GhidraMCP Radare2 Semgrep AST
Automated decompilation & triage skills
Vulnerability pattern matching rules
View Blueprint →
Architectural Standard

The 6-Layer Anatomy of Every Kit

Most starters dump files without instructions. TechTalks kits follow an unshakeable 6-layer anatomy verified by automated CI checks.

01

starter/

The minimal, clean, working skeleton. Tested Docker Compose, seeders, environment configurations, and pre-wired database connections.

02

rules/source/*.md

Single source of truth. Numbered, topic-focused rules transpiled via tools/transpiler.py into Cursor, Claude, Codex, Copilot, Antigravity, and Windsurf formats.

03

skills/SKILL.md

Standard agent skills adhering to the Anthropics/Agent Skills spec. Teaches agents complex procedures (like creating a Filament resource or adding an API endpoint) without hallucination.

04

DESIGN.md

Strict design tokens, curated color palettes, WCAG AA contrast rules, typography scales, and dark mode guidelines that prevent chaotic UI drift.

05

security/

Non-negotiable security layer. Pre-configured Gitleaks, Semgrep rulesets, OWASP Top 10 defenses, authorization policies, and architecture test assertions.

06

agent-build-steps.md

Numbered, step-by-step prompts for agents with explicit acceptance criteria. Tells the agent exactly what to build, how to test it, and how to verify completion.

Single-Source Architecture

Write Rules Once.
Generate for 6 Agent Dialects.

Don't maintain separate rule files that drift apart. TechTalks uses tools/transpiler.py to compile small, single-topic source files into the native formats of all major coding assistants.

Cursor .cursor/rules/*.mdc (with globs)
Claude Code CLAUDE.md (concatenated rules)
Codex & Universal AGENTS.md (root index)
Google Antigravity .agents/rules/*.md
GitHub Copilot .github/copilot-instructions.md
Windsurf .windsurfrules
tools/transpiler.py
python 3.12

$ python tools/transpiler.py kits/laravel-filament-postgresql

Transpiling kit: laravel-filament-postgresql

✓ Generated AGENTS.md (Universal format)

✓ Generated CLAUDE.md (Claude Code format)

✓ Generated .cursor/rules/ (Cursor MDC format)

✓ Generated .github/copilot-instructions.md (Copilot format)

✓ Generated .agents/rules/ (Antigravity format)

✓ Generated .windsurfrules (Windsurf format)

Done: 6 agent formats generated. Zero drift detected.

Instant Agent Kickoff

Ready to Build? Paste This into Your Agent

Copy this universal kickoff prompt directly into Claude, Cursor, Codex, or Antigravity to run any kit seamlessly. 

You are building with TechTalks Stack Kits.
1. Read and adhere strictly to AGENTS.md (or your IDE's native rules).
2. Follow DESIGN.md tokens and dark mode standards.
3. Execute and verify each task in steps/agent-build-steps.md.
4. Enforce non-negotiable security checks in SECURITY.md (no hardcoded secrets, parameterized queries, authorization checks).
Report in the evidence format: Done, Files, Verified, Not verified.
Open Source Monorepo

Contribute a Stack Kit on GitHub

Have a stack you love? Every kit starts with a kit.yaml manifest, transpiled rules, and security checks. Pick an open blueprint issue or submit a PR.

Contributing Guide → Browse Good First Issues