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Software is solved. Are we going to be okay?

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LinkedIn Automation Competitive Intelligence Healthcare CRM Agent Orchestration Anti-Scraping System Prompts Perceptual Marketing Community Products Influencer Pattern Detection Multi-Agent Debate LinkedIn Automation Competitive Intelligence Healthcare CRM Agent Orchestration Anti-Scraping System Prompts Perceptual Marketing Community Products Influencer Pattern Detection Multi-Agent Debate

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AI frameworks.

Not just building with AI. Building frameworks for how to build with AI. Each is a Claude Code skill used across all projects above.

Cognitive Framework
Perceptual Marketing
COGNITIVE LAYER RESPONSE TIME PHYSIOLOGICAL 50ms SOMATIC 150ms NARRATIVE 500ms LINGUISTIC active SYSTEMIC over time ▲ The body decides before the mind explains

Original framework built from neuroscience. Every interface is a prediction error decision. 5 cognitive layers, 8 failure modes, 3 output formats.

AI Methodology
System Prompt Engineering
PROMPT ARCHITECTURE ROLE TOOLS OUTPUT REFUSALS + ESCALATION WHAT "DONE" LOOKS LIKE Persona + Behavioral Rules + Edge Cases Memory Instructions + Tone + Length ▲ Every sentence answers one of these five

Reverse-engineered from Claude's system prompts. 14 sections, 12 common mistakes, 4 prompt types. Used to build every agent in this portfolio.

Content Pipeline
Article Reviewer
5-PASS EDITORIAL PIPELINE 01 KEYWORD TARGETING 02 KILL AI FLUFF 03 DATA & EVIDENCE 04 STRUCTURE CLARITY 05 VOICE CHECK DETECTS ✕ "In this article, we will explore..." ✕ Symmetric 3-item lists · Hollow transitions ✕ Hedging language · Rhetorical question openers

Catches AI tells by structural pattern, not just phrases. Integrates brand voice matching for consistent output.

Session State
Handoff
BEFORE /CLEAR AFTER /CLEAR /handoff /clear /handoff SNAPSHOT.MD · PER PROJECT › task › status › key files › open threads › don't do › resume instr. ▲ Auto-pruned to 3 most recent per project

One slash command that survives /clear. Auto-detects SAVE vs LOAD, per-project history, lives outside the repo.

Agent Architecture
Context Window Management
ORCHESTRATOR MARKER ROUTING MAIN THREAD SUBAGENT isolated ctx SUBAGENT isolated ctx SUBAGENT isolated ctx ROLE_DONE { "status": "complete" } ▲ Hard caps · launch-turn barrier · 8 anti-patterns

Patterns for keeping multi-agent runs under 30% main-thread context spend. Hard caps on handoffs, marker-line protocol, eight named anti-patterns.

06 / Pattern

Each catches a different
way the model drifts:
perception, prompt,
output, memory,
attention.

Human first tech community with 6k subscribers.

A panel series in San Francisco. Pick a room.

Executive Longevity Lab cover
05 / Longevity
What longevity actually takes
Will We Be Okay panel cover
04 / AI & Humanity
Will we be okay?
Anger Basement cover
03 / Anger
Anger basement
Burn Out panel cover
02 / Burnout
What burnout actually looks like
Ugly Talk cover
01 / Founders
Ugly Talk

Side builds.

Projects built because the problem was interesting. Less polished, more fun.

Agent Orchestration

MAX

4 specialist agents debate financial scenarios in 3 structured rounds. Built to explore peer-to-peer orchestration patterns where agents challenge each other's reasoning, not just answer prompts.

Bun Claude CLI Multi-agent File-based state
Anti-Scraping Automation

Xiaohongshu Outreach Bridge

Automating outreach on China's most hostile anti-scraping platform. Human-speed typing simulation, behavioral pattern matching, and cross-platform data bridging between analytics and engagement.

CDP mitmproxy Xiaohongshu Anti-bot evasion
Community Product

Rolling Damage Report

Body journal → BJJ journal → open mat finder. Three pivots based on community signal. Reddit viral launch. 60+ organic submissions from across the US with zero ad spend.

Next.js Convex MapLibre Reddit GTM
Let's talk

Jenny
Chen

GTM operator turned builder. I find processes that are too manual, too slow, or too dumb, and I build the AI systems that replace them. Targeting GTM + Partnerships roles at Series A–B AI companies.

Jenny Chen
AI Builder Portfolio
San Francisco
2025 – 2026