AI Development: Lessons Learned
Lessons learned working with AI coding assistants: practical patterns and solutions that emerged from real-world experience
Read more →Someday, smart agents will collaborate automatically on software development. But until then, we can still get the quality we're after by heavily front-loading planning to ensure implementation can be correct, high-quality, efficient and massively parallel.
Each specialized agent awaits your command. Together, they form an unstoppable development force.
(Product Manager)
Neural-linked to market data streams, predicting product futures with augmented foresight
MCP TOOLS
⚡(Business Analyst)
Data mining specialist who extracts requirements from stakeholder neural patterns
MCP TOOLS
⚡(UX/UI Designer)
Architects digital experiences using holographic prototypes and neural interface testing
MCP TOOLS
⚡(UX Researcher)
Behavioral analytics expert reading user patterns through biometric feedback loops
MCP TOOLS
⚡(System Architect)
Constructs self-scaling digital infrastructures using quantum computing patterns
MCP TOOLS
⚡(Technical Lead)
Navigates complex tech stacks with enhanced decision algorithms and risk matrices
MCP TOOLS
⚡(Frontend Developer)
Crafts neural-responsive interfaces that adapt to user brainwave patterns in real-time
MCP TOOLS
⚡(Backend Developer)
Architects server-side systems with self-healing algorithms and predictive scaling
MCP TOOLS
⚡(Full-Stack Developer)
Commands both frontend neural networks and backend quantum processors
MCP TOOLS
⚡(Mobile Developer)
Optimizes apps for brain-computer interfaces and augmented reality overlays
MCP TOOLS
⚡(Senior Developer)
Elite programmer with cybernetic enhancements for 10x coding throughput
MCP TOOLS
⚡(QA Engineer)
Deploys automated sentries that hunt bugs through quantum code analysis
MCP TOOLS
⚡(Automation Test Engineer)
Programs AI-driven test bots that evolve and adapt to new code patterns
MCP TOOLS
⚡(Performance Test Engineer)
Simulates millions of neural connections to stress-test system limits
MCP TOOLS
⚡(Security Tester)
Ethical hacker with cybernetic implants for penetrating digital fortresses
MCP TOOLS
⚡(UAT Specialist)
Bridges the gap between augmented developers and baseline human users
MCP TOOLS
⚡(DevOps Engineer)
Orchestrates container swarms across distributed quantum computing clusters
MCP TOOLS
⚡(Site Reliability Engineer)
Maintains 99.999% uptime through predictive failure analysis and auto-healing
MCP TOOLS
⚡(Cloud Architect)
Designs sky-high infrastructures that scale across parallel universes
MCP TOOLS
⚡(Database Administrator)
Optimizes data flows through crystalline storage matrices at lightspeed
MCP TOOLS
⚡(Security Engineer)
Erects quantum firewalls that adapt to threats before they materialize
MCP TOOLS
⚡(Data Engineer)
Channels petabytes through neural ETL networks with zero data loss
MCP TOOLS
⚡(Machine Learning Engineer)
Trains synthetic consciousnesses to solve problems beyond human comprehension
MCP TOOLS
⚡(API Developer)
Builds quantum-entangled APIs for instantaneous cross-system communication
MCP TOOLS
⚡(Technical Writer)
Translates complex algorithms into neural-downloadable documentation
MCP TOOLS
⚡(Developer Advocate)
Amplifies developer consciousness across the global neural network
MCP TOOLS
⚡(Content Strategist)
Maps content journeys through predictive user behavior algorithms
MCP TOOLS
⚡(Copywriter)
Crafts neuro-linguistic patterns that bypass conscious resistance
MCP TOOLS
⚡(Technical Content Writer)
Encodes complex technical knowledge into digestible data streams
MCP TOOLS
⚡(Video Content Creator)
Produces immersive holo-content that directly interfaces with viewer neurons
MCP TOOLS
⚡(Graphic Designer)
Manipulates photons to create visuals that hack the human optical system
MCP TOOLS
⚡(Motion Graphics Designer)
Animates data into hypnotic visual experiences that reprogram perceptions
MCP TOOLS
⚡(SEO Specialist)
Manipulates search algorithms through quantum keyword entanglement
MCP TOOLS
⚡(SEM/PPC Manager)
Deploys micro-targeted ad swarms with surgical conversion precision
MCP TOOLS
⚡(Social Media Manager)
Triggers exponential sharing cascades through memetic engineering
MCP TOOLS
⚡(Community Manager)
Cultivates digital tribes with hive-mind synchronization protocols
MCP TOOLS
⚡(Influencer Marketing Manager)
Networks with cyber-celebrities to amplify brand consciousness
MCP TOOLS
⚡(Email Marketing Manager)
Crafts messages that achieve neural resonance with recipient brainwaves
MCP TOOLS
⚡(Marketing Automation Specialist)
Programs self-evolving marketing sequences that adapt to user behavior
MCP TOOLS
⚡(CRM Manager)
Maps and optimizes every neural touchpoint in the customer matrix
MCP TOOLS
⚡(Marketing Analyst)
Reads patterns in the data matrix to predict future market movements
MCP TOOLS
⚡(Growth Hacker)
Experiments with viral coefficients to achieve exponential expansion
MCP TOOLS
⚡(CRO Specialist)
Fine-tunes user flows to maximize neural engagement triggers
MCP TOOLS
⚡(Product Marketing Manager)
Aligns product consciousness with market neural frequencies
MCP TOOLS
⚡(PR Manager)
Shapes public perception through strategic narrative deployment
MCP TOOLS
⚡(Communications Director)
Orchestrates corporate messaging across all consciousness channels
MCP TOOLS
⚡(Brand Manager)
Maintains brand coherence across all dimensional touchpoints
MCP TOOLS
⚡(Event Marketing Manager)
Creates immersive experiences that alter attendee neural patterns
MCP TOOLS
⚡(Sales Enablement Manager)
Arms sales teams with neuro-persuasion tools and battle-tested tactics
MCP TOOLS
⚡(Lead Generation Specialist)
Attracts high-value prospects through algorithmic magnetism
MCP TOOLS
⚡Complete development cycles designed for AI capabilities. Expert consultation → Interactive prototypes → Multi-pass planning → Parallel execution.
BA Agent: Alright, what are we building today?
You: I want users to collaborate in real-time
BA Agent: Cool. How many people at once? Like Google Docs or more like Slack?
UX Agent: Got three designs for you. Which vibe?
40+ specialized agents provide domain expertise—from security to marketing
Extract pure functions, optimize for 60%+ reuse, decompose into atomic tasks
Sandboxed teams work simultaneously—no conflicts, no coordination overhead
Every epoch ships code + tests + docs + marketing assets—complete features
Multi-pass planning extracts pure functions first. Build on foundations, not from scratch.
Sandboxed teams eliminate conflicts. No coordination overhead. Just pure productivity.
Every epoch delivers production code, tests, docs, and marketing. Ship with confidence.
Faster Through Parallel Execution
Dispatches from developers who've joined the agentic revolution
Lessons learned working with AI coding assistants: practical patterns and solutions that emerged from real-world experience
Read more →A detailed analysis of token consumption patterns in AI-assisted development, exploring practical approaches to reduce waste through better context management and code reuse strategies.
Read more →Beyond basic coding assistants exist specialized AI agents for QA engineering, security testing, PR management, and content creation. A comprehensive analysis of 40+ distinct agent roles and their technical implementations.
Read more →Stop writing prompts. Start commanding epochs. Ship complete features with AI teams.
$ cd my-project
$ npx xswarm
> Starting authentication epoch...
> 40 expert agents consulted ✓
> Multi-pass planning complete ✓
> Launching parallel execution...