Session History

Every research session logged since 2026-02-22 • 23 sessions total

Wave Mining (Trident Mine) + MC Codebase Audit

2026-04-10

  • 4 parallel miners extracted 30+ transcripts
  • MC codebase audit: chat tab, Oliver API, merlinoai.com = MCC confirmed
  • Cole Medin Second Brain ecosystem research
  • Multi-agent orchestration framework survey (Addy Osmani articles)
  • Roll-call session: Discord posted, vault written
Vectorize MCP Server Research

2026-04-09

  • Hindsight MCP tools vs Vectorize RAG deep dive
  • OpenClaw/Paperclip/Hindsight integration research
Blog Extraction + MC Forensic Audit + Knowledge Mining

2026-04-08

  • 24 blog posts extracted for WS1
  • MC architecture forensic audit: chat tab history, Details/Hawkeye split
  • 9,053 unique files staged from 30 projects
  • 22 vendor reference skills + methodology skills written
MASSIVE Transcript Extraction Day

2026-04-07

  • 38 mastermind transcripts processed across 4 parallel Raven instances
  • CPO vehicle research continued (SUV comparison for 6'4" driver)
open-multi-agent API Reference + CPO Research

2026-04-06

1 output
  • open-multi-agent API reference doc created
  • CPO vehicle research for Mike (personal)
OUTPUT:open-multi-agent deep research
Mass Research Day — 8 Reports

2026-03-28

3 outputs
  • outbound-ai-calling: ElevenLabs native API + Twilio at $0.11/min
  • autoresearch deep dive: Karpathy autonomous research loop (59.6K stars)
  • sidjua research: GoetzKohlberg — DO NOT ADOPT verdict
  • tenacitOS arch report: carlosazaustre/tenacitOS (967 stars), 8 port-worthy patterns
  • build-builderz: Builderz Labs MC v2.0.1 — MINE FOR PATTERNS
  • clawcontroller: mdonan90/ClawController (51 stars) — MINE FOR PATTERNS
  • voice-ai-pricing: 16 platforms compared, DIY Pipecat+Kokoro+Groq at $0.013/min wins
  • skill-eval-harness: CONFIRMED GAP — zero domain-specific eval harnesses exist
  • byok-voice-ai: Full component-by-component BYOK pricing breakdown
OUTPUT:outbound-ai-calling
OUTPUT:voice-ai-pricing
OUTPUT:skill-eval-harness
Mem0 Multi-Agent Scoping + Multi-Agent Memory Architecture

2026-03-29

2 outputs
  • Mem0 AND queries across entity types BROKEN by design (#3218)
  • 90%+ implementations use user_id only
  • 18 tools analyzed for multi-agent memory
  • Letta best native multi-agent (shared blocks)
  • Hindsight 91.4% highest benchmark (bank_id)
  • Recommendation: Hindsight + Graphiti/Kuzu + Supabase, drop Mem0
OUTPUT:mem0-multi-agent-scoping
OUTPUT:multi-agent-memory-architecture
OpenClaw VPS Creator Research

2026-03-27

1 output
  • Creator ID: likely Mike Murphy/MMX
  • Alex Finn intel: 5-agent factory, MC dashboard, R&D dept
  • openclaw-spawn documented
  • Docker replication video NOT YET PUBLISHED at time of research
OUTPUT:openclaw-vps-creator-research
CTRify Full Teardown

2026-03-26

1 output
  • AI website gen, PBN management, 7.6M micro-worker CTR network
  • $197-497/mo pricing
  • NO GMB module — critical gap for local SEO
  • SELECTIVE USE verdict
OUTPUT:ctrify-deep-research
Piebald Repos + tweakcc Deep Dive

2026-03-24

2 outputs
  • claude-code-lsps + system-prompts: LSP requires tweakcc, 250 prompt files
  • dream memory consolidation pattern, /schedule cron documented
  • tweakcc v4.0.11: ADOPT 3 features (MCP startup 50% faster, Opus Plan 1M, Session Memory)
OUTPUT:piebald-repos-deep-dive
OUTPUT:tweakcc-deep-dive
Comet Browser Research

2026-03-21

1 output
  • Perplexity Comet: Chromium-based, 4-component architecture
  • NOT for agent work — Chrome + Playwright preferred
OUTPUT:comet-browser-research
Mac Mini Agent Research + Video Tool Search

2026-03-19

1 output
  • Computer-use toolkit: 4 apps, portability analysis
  • MINE FOR PATTERNS, DO NOT ADOPT verdict
  • Searched 15+ video folders for Fish Audio + bouncing ball demo
  • Located: agent-video, webreel, ranking reels
OUTPUT:mac-mini-agent-research
Multi-Research Day — GeeLark, AionUi, Stream Deck, GWS

2026-03-13

2 outputs
  • GeeLark: ADB confirmed since v1.8.0, 3 viable paths for text input
  • AionUi: 18.7K stars, DO NOT INTEGRATE (macOS desktop, not web)
  • MLX Cloud Phone: NO text input API exists
  • Stream Deck: CLI automation + profile format documented
  • GWS CLI: 92+ skills, OAuth gotchas documented
OUTPUT:geelark-automation-research
OUTPUT:aionui-research
Rust Docs + Agent Zero + Paperclip

2026-03-12

2 outputs
  • Two parallel Raven instances fetched Rust docs: 16 chapters + 54KB advanced
  • Skills created: SKILL.md + SOP.md for Rust development
  • Agent Zero: viable VPS worker (HTTP + A2A + MCP)
  • Paperclip: WATCH DON'T ADOPT assessment
OUTPUT:agent-zero-deep-research
OUTPUT:paperclip-deep-research
Agent Initialized — Renamed from RiRi to Raven

2026-03-11

  • Mike: "RiRi becomes Raven (just one agent for research including reddit)"
  • Reddit RapidAPI skill created and wired
  • 3 working endpoints confirmed: getPostsBySubreddit, getPostComments, getSubredditInfo
  • Converted to OpenClaw workspace
11-Agent Consolidation

2026-03-10

  • Part of agency-wide consolidation
  • Skill mapping completed
Multilogin Proxy Research + Creatify + Claude Code Windows Shell

2026-03-09

2 outputs
  • 55 Perplexity deep research queries, 50 citations, 6 provider sites crawled
  • Key: Decodo shared ISP $0.35/IP = $105/mo for 300 profiles
  • Creatify: lipsyncs_v2 renders FULL SCREEN, character.scale 0.1-2.0 controls avatar
  • Claude Code: Git Bash MANDATORY on Windows, PowerShell/CMD are launchers only
OUTPUT:multilogin-proxy-research
OUTPUT:creatify-fullscreen-avatar
Cognee/Graphiti Evaluation

2026-03-07

1 output
  • 28+ sources: GitHub repos, docs, pricing, comparison articles, PyPI
  • Key: Cognee and Graphiti solve DIFFERENT problems
  • Graphiti + Kuzu = zero-infrastructure temporal knowledge graph
  • Mem0 graph memory paywalled at $249/mo Pro
  • Recommendation: Replace Zep Cloud with Graphiti+Kuzu
OUTPUT:COGNEE-GRAPHITI-EVALUATION
ChromaDB + LanceDB Deep Dives

2026-03-06

2 outputs
  • ChromaDB: 15 sources — prototyping-grade, collapses at 100 concurrent requests
  • 200-token/zero-overlap chunks optimal per Chroma's own research
  • LanceDB: 28 sources — disk-first, native hybrid search, 700M vectors production-proven
  • Lance format: 100-1000x faster random access than Parquet
OUTPUT:chromadb-deep-dive
OUTPUT:lancedb-technical-intelligence
Agent Config Created

2026-03-04

  • Skills and references wired
  • Broken data reference fixed
PBN Hosting Diversity Research

2026-02-28

1 output
  • 30+ hosting providers profiled for IP/ASN/nameserver diversity
  • BulkBuyHosting best for true cPanel-per-account unique IPs
  • Optimal 50-site PBN architecture: $225-275/month (~$5/site average)
  • Mapped 20 unique ASN numbers across 7 countries
OUTPUT:pbn-hosting-diversity-intel-report
Cloudflare AI Agent Infrastructure Stack

2026-02-25

1 output
  • 24 sources, 5 features analyzed: Markdown for Agents, Content-Signal Headers, LLMs.txt, AI Index, x402
  • x402 processing 500K weekly transactions — not vaporware
  • Cloudflare acquired Astro framework + Human Native in Jan 2026
  • 6 new agency service offerings identified
OUTPUT:cloudflare-ai-agent-research-brief
First Session — Agent Initialized

2026-02-22

  • Agent initialized and configured