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
- •open-multi-agent API reference doc created
- •CPO vehicle research for Mike (personal)
OUTPUT:
open-multi-agent deep researchMass Research Day — 8 Reports
2026-03-28
- •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-callingOUTPUT:
voice-ai-pricingOUTPUT:
skill-eval-harnessMem0 Multi-Agent Scoping + Multi-Agent Memory Architecture
2026-03-29
- •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-scopingOUTPUT:
multi-agent-memory-architectureOpenClaw VPS Creator Research
2026-03-27
- •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-researchCTRify Full Teardown
2026-03-26
- •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-researchPiebald Repos + tweakcc Deep Dive
2026-03-24
- •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-diveOUTPUT:
tweakcc-deep-diveComet Browser Research
2026-03-21
- •Perplexity Comet: Chromium-based, 4-component architecture
- •NOT for agent work — Chrome + Playwright preferred
OUTPUT:
comet-browser-researchMac Mini Agent Research + Video Tool Search
2026-03-19
- •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-researchMulti-Research Day — GeeLark, AionUi, Stream Deck, GWS
2026-03-13
- •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-researchOUTPUT:
aionui-researchRust Docs + Agent Zero + Paperclip
2026-03-12
- •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-researchOUTPUT:
paperclip-deep-researchAgent 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
- •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-researchOUTPUT:
creatify-fullscreen-avatarCognee/Graphiti Evaluation
2026-03-07
- •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-EVALUATIONChromaDB + LanceDB Deep Dives
2026-03-06
- •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-diveOUTPUT:
lancedb-technical-intelligenceAgent Config Created
2026-03-04
- •Skills and references wired
- •Broken data reference fixed
PBN Hosting Diversity Research
2026-02-28
- •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-reportCloudflare AI Agent Infrastructure Stack
2026-02-25
- •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-briefFirst Session — Agent Initialized
2026-02-22
- •Agent initialized and configured