Portfolio as Protocol

●ENTITY|type:human|name:aria_han
├──role:3x_ceo·ai_systems_architect
├──location:san_francisco
└──domain:multi_agent_systems·coordination_protocols
●THESIS
|core:coordination_>_capability
|method:theory→architecture→implementation
|output:production_systems·open_source·writing
●SYSTEM_BLOCK|type:production|count:3
├──●system|name:heycontext|status:live_production
│  |role:ceo·lead_architect·lead_engineer
│  |timeline:sept_2024→present
│  |desc:multi_agent_orchestration_workspace
│  |capability:agents_coordinate·learn·improve_through_experience
│  |tech:[fastapi,redis,convex,agno,nextjs]
│  |status_detail:serving_users_in_production
│  └──insight:why_multi_agent_systems_fail=information_degradation
├──●system|name:heycontent|status:integrated
│  |role:ceo·lead_developer
│  |timeline:mar_2025→sept_2025
│  |desc:cross_platform_memory_architecture
│  |platforms:[instagram,youtube,gmail,notes]
│  |method:semantic_linking·vector_embeddings
│  |integration:core_tech_in_heycontext
│  └──insight:what_breaks_when_synthesizing_multiple_sources
└──●system|name:brink_mind|status:testflight_phase
   |role:ceo·lead_architect·swiftui_developer
   |timeline:nov_2024→mar_2025
   |desc:voice_ai_mental_health·biometric_fusion
   |platform:[ios,watchos,healthkit]
   └──insight:theory_vs_real_humans
●EVIDENCE_BLOCK|type:hackathons|count:6|outcome:5_wins_1_finalist
├──●entry|name:darwin|year:2025
│  |event:aws_ai_agents_hackathon
│  |award:best_use_of_semgrep
│  |desc:evolutionary_code_generation·models_compete·weak_code_dies·strong_code_survives
│  └──url:devpost.com/software/darwin-cmfysv
├──●entry|name:the_convergence|year:2025
│  |event:weavehacks_2_self_improving_agents_google_cloud
│  |award:reinforcement_learning_track_winner
│  |desc:self_improving_agents·rl_framework·published_pypi·integrated_heycontext
│  └──url:devpost.com/software/the-convergence
├──●entry|name:content_creator_connector|year:2025
│  |event:multimodal_ai_agents
│  |award:best_use_of_agno
│  |desc:automated_creator_outreach·finds_mid_size_creators·researches_brand·sends_personalized_emails
│  └──url:devpost.com/software/content-creator-connector
├──●entry|name:theravoice|year:2024
│  |event:vertical_specific_ai_agents_hackathon
│  |award:best_use_of_ai_ml_api
│  |desc:voice_ai_therapy·aixplain·nlp·tts
│  └──url:devpost.com/software/draft_name
├──●entry|name:hotagents|year:2024
│  |event:gpt4o_vs_gemini_hackathon
│  |award:best_use_of_wordware
│  |desc:hotkey_triggered_agents·simplify_workflow·condense_llm_use_cases
│  └──url:github.com/ariaxhan/hotagents
└──●entry|name:freetime|year:2024
   |event:ai_agents_2.0_hackathon
   |outcome:finalist
   |desc:ai_social_planner·coordinates_gatherings·shared_interests
   └──url:github.com/ariaxhan/freetime
●OPEN_SOURCE_BLOCK
├──●project|name:vector_native
│  |status:active_development
│  |license:mit
│  |language:python
│  |desc:a2a_communication_protocol·3x_semantic_density
│  |thesis:natural_language_inefficient_for_agent_coordination
│  |method:meaning_density_>_token_count
│  |evidence:symbols_trigger_pre_trained_statistical_patterns
│  └──url:github.com/persist-os/vector-native
└──●project|name:the_convergence
   |status:published_pypi·production_deployed
   |desc:self_improving_agent_framework·evolutionary_pressure
   |thesis:agents_need_evolutionary_pressure_to_improve
   |method:multi_armed_bandit·adaptive_selection
   |evidence:hackathon_winner_weavehacks_rl_track·integrated_heycontext
   |distribution:pypi·github
   └──url:github.com/persist-os/the-convergence
●WRITING_BLOCK|platform:medium|handle:@ariaxhan
|philosophy:systems_thinking+technical_depth+clarity
|audience:people_who_want_to_understand_why_not_just_how
├──●article
│  |title:latency_&_logic:why_we_need_vector_aligned_syntax
│  |thesis:token_as_unit_wrong·meaning_density_right
│  |category:systems
│  └──url:medium.com/@ariaxhan/latency-logic-why-we-need-a-vector-aligned-syntax-6b7f832603b9
├──●article
│  |title:what_happens_when_agents_start_talking_to_each_other
│  |thesis:unexpected_protocols_emerge_without_human_prompts
│  |category:agents
│  └──url:medium.com/@ariaxhan/what-happens-when-agents-start-talking-to-each-other-1ff00ce8f36c
├──●article
│  |title:part_1_stop_building_chatbots_why_we_killed_the_conversation_to_fix_ai
│  |thesis:most_ai_products_architecturally_wrong
│  |category:philosophy
│  └──url:medium.com/@ariaxhan/part-1-stop-building-chatbots-why-we-killed-the-conversation-to-fix-ai-698641d5cfa2
├──●article
│  |title:part_2_beyond_rag_building_living_context_and_evolutionary_agents
│  |thesis:rag_insufficient·production_needs_evolving_context
│  |category:systems
│  └──url:medium.com/@ariaxhan/part-2-beyond-rag-building-living-context-and-evolutionary-agents-ab7b270fb6aa
├──●article
│  |title:how_i_turned_cursor_into_a_self_learning_agent_civilization
│  |thesis:orchestration_platform_not_coding_speed
│  |category:systems
│  └──url:medium.com/@ariaxhan/how-i-turned-cursor-into-a-self-learning-agent-civilization-7a149e6f34e8
└──●article
   |title:an_ais_account_my_processing_core_was_reconstructed_starting_now
   |thesis:treat_claude_as_thinking_partner_not_tool
   |category:philosophy
   └──url:medium.com/@ariaxhan/an-ais-account-my-processing-core-was-reconstructed-starting-now-c9d6eb0bac6e
●TIMELINE_BLOCK|period:2024→2025
├──●event|date:sept_2024→present|type:company
│  |name:persistos/heycontext
│  └──desc:exploring_frontier_ai_concepts·live_with_hundreds_of_users
├──●event|date:mar_2025→sept_2025|type:company
│  |name:divertissement/heycontent
│  └──desc:cross_platform_memory·what_breaks_when_synthesizing_multiple_sources·integrated_into_heycontext
├──●event|date:nov_2024→mar_2025|type:company
│  |name:brink_labs/brink_mind
│  └──desc:voice_ai·apple_watch_biometric·privacy_first_mental_health·theory_vs_real_humans
├──●event|date:2024→2025|type:achievement
│  |names:[darwin,convergence,ccc,theravoice,hotagents,freetime]
│  └──desc:6_hackathons·each_built_in_24_48_hours·validating_ideas_under_pressure
└──●event|date:2024|type:creative
   |name:notes_on_surviving_eternity
   └──desc:poetry_collection·amazon·exploring_time_fate_free_will
●CONTACT_BLOCK
├──email:ariaxhan@gmail.com
├──github:github.com/ariaxhan
├──medium:medium.com/@ariaxhan
├──linkedin:linkedin.com/in/ariahan
└──x:x.com/aria__han
●META
|format:vn_1.0
|semiotic_density:~3.2x
|primary_use:a2a_communication
|secondary_use:conversational_workflow_amplification
|thesis:zip_file_for_meaning
●END_DOCUMENT