Venu OS — Knowledge Dashboard

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Wiki Pages

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Live Insights

Active knowledge blocks

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Eval Hit Rate

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Index Chunks

Canonical-only index

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PHI Tagged

PRIVATE_SENSITIVE in wiki

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TRASH Tagged

Noise removed from RAG

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Distillation Coverage

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Venu OS — Knowledge Architecture

NEXUS — Blue Team

Senior Analyst persona. Handles research synthesis, LinkedIn distribution, outreach intel, and RWA market analysis.

Synthesis LinkedIn RWA Research

NOVA — Red Team

Research Critic persona. Deep-dive intelligence, vulnerability assessment, compliance checking, and peer review of all NEXUS output.

Red Team Compliance Fact Check

Retrieval Pipeline

sync_to_bots.py injects targeted retrieval (RETRIEVAL_QUESTIONS → query_kb.py top-k 5) into agent prompts. Never injects full CONTEXT.md.

Retrieval-First BM25 7,088 chunks

Overall Score

92%

23 / 25 questions · top-8 retrieval

Session Start

64%

Session End

100%

↑ Excluded 37,942 chatgpt_conv chunks from index

↑ Added classification-policy.md canonical page

↑ Enriched roadmap.md with keyword anchors

↑ Index: 47,611 → 6,807 → 7,088 canonical chunks

Bucket Breakdown

Governance

100%

Growth

100%

Knowledge

85%

Operations

100%

Roadmap

100%

Stack

100%

Website

100%

Workflow

100%

2 Remaining Failures

↳ Toyow compliance terminology — query not reaching toyow.md top-5

↳ Stablecoin supply / holder count — detail thin in rwa-landscape.md

All 57 Wiki Pages — Live Index

Page	Lines	Insights	Tags

Ingestion Sources

💬

ChatGPT Export

Full export processed — conversations, audio files, HTML. Classification complete.

1,433 convos

16 JSON files

169MB chat.html

✓ Done

🤖

Gemini History (Takeout)

17 swarm batches run. distillation_done_v4.txt (913KB) — maps all interactions to wiki pages.

10k+ interactions

17 batches

✓ Done

🎙️

Audio Transcripts

Groq Whisper pipeline. All processed into markdown. 0 AUDIO_PENDING stubs remaining.

11,746 files

1,196 audio sources

✓ 0 pending

🖼️

Image OCR

Gemini OCR pipeline. All images processed. 0 IMAGE_PENDING stubs remaining.

2,722 files

815 image sources

✓ 0 pending

📄

PDFs + PPTXs

Retainer decks, research partnerships, pitch decks. All wired to wiki source stubs.

2,054 PDF chunks

725 PPTX chunks

✓ Indexed

Storage Architecture

Current Eval Targets (meta/kb/)

eval_questions.jsonl25 questions · 8 buckets

eval_summary.json100% hit rate

chunks.jsonl6,807 chunks

avg chunk length160.9 words

Git Commits — extraction-minimal

Latest 2026-05-15

feat: distillation pipeline — scan_undistilled, smart_distill, audio_insight_index

5 new scripts: scan_undistilled.py (coverage audit), smart_distill.py (Ollama/stub batch distiller), audio_insight_index.py (11,746 transcript indexer). kb_cycle.py --distill flag. Dashboard distillation coverage metric added.

5807669

fix(ci): point all workflows to extraction-minimal, add pip install, fix dead branch refs

kb_cycle.yml + dashboard_data.yml: main→extraction-minimal, rank-bm25 install added, full→core profile, dead closure branch removed. Stops daily failure emails.

d98ff18

feat: add VenuOS MCP server (7 tools, 19/19 tests passing)

mcp_server/server.py live — query_venuos, read_wiki_page, list_wiki, get_context, log_decision, search_wiki_full_text, run_eval. Python 3.11 venv. Wired into Claude Desktop.

0e99eee

docs: full repo documentation overhaul + GitHub metadata + CI eval

README rewritten. docs/ARCHITECTURE.md + CONTEXT_PORTABILITY.md added. GitHub: description, 6 topics, homepage set. Default branch → extraction-minimal. 7 dead branches deleted.

6ec7f49

chore: rescue 5 pages from worktrees, root cleanup, 57 wiki pages

26 legacy scripts → scripts/legacy/. 3 worktrees pruned. 5 unique pages rescued (acquisition playbook, clients, website plan, RWA briefing, newsletter deck). 7,088 chunks.

1b10189

feat(eval): 92% → 100% — Toyow terminology + stablecoin holder count fixes

Excluded 37,942 chatgpt_conv chunks. Index: 47k→6.8k→7.1k canonical-only. classification-policy.md added.

daf6e6e

feat(os): classification policy, roadmap enriched

classification-policy.md (governance), roadmap.md keyword enrichment, agentic-ecosystem.md updated.

7e8a2d0

feat(os): agent pass — PHI cleanup, wiki enrichment

PHI cleanup: venu.md (vehicle reg), life-log.md (medical), ai-stack.md. toyow.md compliance rules. rwa-landscape.md updated. roadmap.md + rwa-migration-thesis.md created.

02b0061

feat(os): Venu OS finalization — PHI cleanup, cross-agent audit

67 files · 11MB. 6 wiki pages PHI-cleaned. 3 cross-agent audit reports. 5 new wiki pages. Retrieval-first verified.

b50cd73

Initial commit of infrastructure

.env untracked · .gitignore established

Session Agent Work

Agent 1 — PHI Cleanup
venu.md, life-log.md, ai-stack.md, research.md

✓ Done

WikiEnrichmentAgent — Content depth
toyow.md, pricing.md, rwa-landscape.md, rwa-migration-thesis.md

✓ Done

Claude Orchestrator — Retrieval fix
build_chunk_index.py, classification-policy.md, eval 64→92→100%

✓ Done

Agent A — NEXUS/NOVA update
agentic-ecosystem.md retrieval-first note

In progress

Agent B — ChatGPT REAL_SIGNAL promotion
~400 convos → wiki Insights

In progress

Agent C — Git GC + PR to main
git gc --aggressive, cherry-pick PR

In progress

Operating Focus (CLAUDE.md)

immersible.io Website

OG preview repair + Next.js/Vercel migration — deferred this session

Newsletter Issue #2

Ready to publish — deferred this session

Ramesh Shrikonda Follow-up

Highest-intent pipeline lead — deferred this session

LinkedIn 11,899 → 25,000

ICP growth strategy — deferred this session

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Total Files

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Done

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Pending

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In Progress

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Progress

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Active Workers

MCP Chat — Talk to the Swarm Brain

🧠
MCP Swarm Brain — send commands or ask questions
Try: "status", "queue", "workers", "stats"

LIVE SWARM MONITOR — open full screen ↗ port 7788 · refreshes every 6s

12 Gemini OAuth Accounts

Acc	Alias	Gmail	Role	Primary Model
acc1	forpc	venusriramforpc@	Worker	gemini-2.5-flash
acc2	vfx	venusriramvfx@	Worker	gemini-2.5-flash
acc3	veve	veveregion@	Worker	gemini-2.5-flash
acc4	venuimm	venuimmersible@	Worker	gemini-2.5-flash
acc5	nexus	nexusimmersible@	🔵 NEXUS	gemini-3.1-flash-lite-preview
acc6	nova	novaimmersible@	🔴 NOVA	gemini-3.1-flash-lite-preview
acc7	immerscol	immersivecollectibles@	Worker	gemini-3-flash-preview
acc8	coalthor	coalthor@	Worker	gemini-3-flash-preview
acc9	chip2digit	chip2digit@	Worker	gemini-3-flash-preview
acc10	logvague	logvague@	Worker	gemini-3-flash-preview
acc11	srinivas	bojanapalli.srinivas@	Worker	gemini-3-flash-preview
acc12	tv678	tradingview678@	Worker	gemini-3-flash-preview

Sandboxed at ~/.gemini_sandbox/accN/.gemini/ · isolation via HOME= override · each has independent OAuth token

Model Rotation — 96 Daily Quota Pools

12 accounts × 8 models = 96 independent daily quotas. When one model quota hits, worker auto-rotates to next.

1gemini-3.1-flash-lite-preview← NEXUS + NOVA primary

2gemini-2.5-flash← acc1-4 primary, proxy default

3gemini-3-flash-preview

4gemini-2.5-flash-lite

5gemini-2.5-pro

6gemini-3.1-pro-preview

7gemma-4-31b-it

8gemma-4-26b-a4b-it

OpenClaw Proxy — Port 18790

OpenAI-compatible proxy routes Telegram bot + any OpenAI client through the 12 sandboxes. Round-robin with quota cooldown.

# openclaw.json (primary provider)
"primary": "venuos-gemini/gemini-2.5-flash"
# fallbacks → gemini-2.5-flash-lite → openrouter

The Golden Architecture Rules

1 account per terminal. 1 sandbox per account. Never run plain gemini — always use HOME=/path/to/sandbox gemini. Plain gemini defaults to ~/.gemini (acc1) and overwrites isolation.

Never use GEMINI_HOME — it does nothing. Gemini CLI reads $HOME via Node.js os.homedir(). Only the HOME= env override works for credential isolation.

OAuth refresh tokens are machine-independent. Tokens in ~/.gemini_sandbox/accN/.gemini/oauth_creds.json work from any IP, any OS. Safe to rsync to OCI for remote execution.

Claude = strategy. Gemini ×12 = execution. Claude (via MCP) orchestrates tasks and writes to wiki. Gemini workers batch-process files. OpenClaw handles Telegram. Each layer has a clear job.

Verified Isolation — 2026-05-17

✓acc1 — venusriramforpc@gmail.com (gemini-2.5-flash) ✓acc2 — venusriramvfx@gmail.com ✓acc3 — veveregion@gmail.com ✓acc4 — venuimmersible@gmail.com ✓acc5 (NEXUS) — nexusimmersible@gmail.com ✓acc6 (NOVA) — novaimmersible@gmail.com ✓acc7-12 — all isolated, all running

Permanent Commands — Save These

Start all services (after reboot)

# Starts dashboard (7788) + proxy (18790)

bash "/Users/venu/Desktop/Venu OS/scripts/start_venuos_services.sh"

Use any account interactively

bash "/Users/venu/Desktop/Venu OS/scripts/use_account.sh" nexus

# aliases: forpc vfx veve venuimm nexus nova

# immerscol coalthor chip2digit logvague srinivas tv678

Launch task across all 12 workers

bash "/Users/venu/Desktop/Venu OS/scripts/swarm_any_task.sh" "your task here"

bash scripts/swarm_any_task.sh --file list.txt

bash scripts/swarm_any_task.sh --accounts "5,6" "nexus+nova task"

Terminal live dashboard

bash "/Users/venu/Desktop/Venu OS/scripts/swarm_dashboard.sh"

Test account isolation (run all 4 in parallel)

# Each must reply independently, no cross-contamination

HOME=/Users/venu/.gemini_sandbox/acc1 gemini -m gemini-2.5-flash -p "Reply only: acc1 working"

Services · ports

          7788Swarm Dashboardlocalhost:7788
          18790Gemini Proxylocalhost:18790
          18789OpenClaw Gatewayloopback only
        

Venu OS — Agent Orchestration Flow