Why iterative, loop-based agentic workflows are replacing linear chains.
SWEN STALLONE PECK
FULL_STACK_ARCHITECT +
AGENTIC_AI_ENGINEER
Bridging the gap between deterministic web infrastructure and probabilistic AI behaviors.
Constructing software that doesn't just function—it thinks.
02_DEPLOYED_MODULES
[AGENT_01: RESEARCHER]
Python / LangChain / OpenAI
Autonomous recursion loop. Scrapes, synthesizes, and generates executive briefings from raw documentation without human-in-the-loop.
INSPECT_SOURCE >>[SYSTEM: E-COMM_HEADLESS]
React / Node.js / Redis
High-throughput microservices architecture. Optimized for sub-100ms latency and horizontal scalability during peak loads.
RUN_DEMO >>[INTERFACE: RAG_CHAT]
Vector DB / Next.js / LlamaIndex
Retrieval-Augmented Generation interface. Allows non-technical users to query unstructured enterprise data with 95% accuracy.
READ_CASE_STUDY >>[ASSET: PORTFOLIO_V1]
HTML5 / CSS3 / Vanilla JS
Zero-dependency minimalist framework. Engineered for raw performance and 100/100 Lighthouse metrics.
VIEW_REPO >>03_DEV_LOGS
Reducing dependency overhead and bundle size in mission-critical apps.
Strategies for reducing LLM API inference costs by 40%.
01_CORE_KERNEL
> WEB_INFRASTRUCTURE
HTML5, CSS3, Tailwind, TypeScript, React, Node.js, Redis, Docker.
> ARTIFICIAL_INTELLIGENCE
LLM Integration, RAG Pipelines, LangChain, AutoGen, Vector Embeddings, Prompt Engineering.
04_ESTABLISH_UPLINK
Accepting commissions for high-complexity systems. Encrypted channels open.
LOC: [REDACTED] / GLOBAL
TZ: ASYNC_PREFERRED