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Project Transfer Analysis — Hive Mind + Waggle OS

Date: 2026-06-26 Author: Transfer-audit synthesis (6 parallel scout passes) Audience: Incoming developer taking over the Waggle OS + Hive Mind ecosystem Scope: D:/Projects/waggle-os (+ 3 worktrees), D:/Projects/hive-mind, D:/Projects/hive-mind-test, D:/Projects/hive-mind-clients, D:/Projects/claude-hive-mind, plus developer-local stores under ~/.waggle, ~/.mem0, and the Claude Code project memory. Rev: Completeness-critic reviewed (2026-06-26). Corrected: vault classified as recoverable (not irreplaceable); Ollama/nomic-embed-text reclassified from "optional" to a hard benchmark prerequisite; Desktop\MEMORIES cross-referenced into the local-data section; recall-stress gitignore rationale clarified as by-design.


1. Executive Summary

The Hive Mind + Waggle OS ecosystem transfers as source code cleanly, but NOT as a turnkey reproducible whole. Every line of application code, schema, migration, and benchmark harness lives in git and re-clones cleanly. Infrastructure (PostgreSQL, Redis, MinIO) is fully regenerable via docker-compose up. Public benchmark datasets (LoCoMo, LongMemEval, BEAM) are downloadable, and two flagship benchmark numbers (LoCoMo SOTA 87.66 and LoCoMo v5 OSS 67.8%) are fully reproducible given API keys. However, the institutional memory (1.6 MB of hand-written session handoffs and the SOTA results index), the LLM-generated benchmark answers/judgments (dollars and researcher-hours to regenerate), the developer's .mind / hive-mind.db memory databases (embedder-locked, not cheaply regenerable), and a concurrent session's uncommitted WIP in the main repo are all local-only and irreplaceable — they must be physically copied. The encrypted vault is a distinct case: machine-local but recoverable — the new developer simply re-enters their own keys; the .vault-key itself never transfers. No API credentials transfer; the new developer must provision their own ~22 keys/accounts.

Reproduce-everything verdict: PARTIAL.

  • Code, infra, public datasets, and 2 of 5 benchmarks: YES.
  • LongMemEval (N=500) and recall-stress: PARTIAL (engineering/proprietary-query gaps).
  • GAIA2: NO (blocked on an unresolved ARE SIGALRM platform bug).
  • Institutional context + LLM-generated results: only via physical copy (not regenerable cheaply).

2. Repository Map

Repo / Worktree Remote URL Public/Private Role Clones clean?
D:/Projects/waggle-os https://github.com/marolinik/waggle-os.git (confirmed git remote -v) PRIVATE (MIT license in repo) Main monorepo — Tauri desktop + web + Fastify sidecar, 27 workspace packages NO — concurrent session WIP: 52 modified + 22 untracked files at HEAD 18aebe1f, 0 unpushed commits. Do NOT stage/commit/clean. WIP is reproducible only by its owner.
D:/Projects/hive-mind https://github.com/marolinik/hive-mind.git PUBLIC (Apache-2.0, v0.4.0) OSS memory substrate mirror (packages/core = mind/ + harvest/) + benchmarks/locomo harness. HEAD bc4eba1 YES — clean, no uncommitted changes
D:/Projects/hive-mind-test https://github.com/marolinik/hive-mind-test.git (v0.1.0) LoCoMo SOTA benchmark harness + answers/judgments (the 87.66 evidence). HEAD 05f2146 YES — clean, but precious local data inside (see §5)
D:/Projects/hive-mind-clients https://github.com/marolinik/hive-mind-clients-archive.git PUBLIC (Apache-2.0, v0.1.0) Per-IDE silent-capture shims. HEAD 5b41eb5 YES — clean
D:/Projects/claude-hive-mind (check .git/config) (likely older variant of hive-mind) Older copy/variant; contains 32 MB personal data fixture YES — but holds personal-data zip to scrub on transfer
D:/Projects/waggle-os-w4 worktree of waggle-os, branch feature/w4-port PRIVATE SOTA paper artifacts (arXiv LaTeX + docx + team briefing). HEAD d146e906 Clean: 0 uncommitted, 0 unpushed
D:/Projects/waggle-os-gaia2-wt worktree of waggle-os, branch feature/gaia2-are-setup PRIVATE GAIA2 Phase 3 evaluation (HALT verdict). HEAD 08a63ba7 3 unpushed commits — review/push before discarding
D:/Projects/waggle-os-harness-bench worktree of waggle-os, branch feature/harness-sota-bench PRIVATE Premium harness eval (21/21 pillars, 2657/2657 suite). HEAD ea078769 NO_UPSTREAM — branch tracks no remote; would be LOST if worktree discarded without pushing
D:/Projects/waggle-os-ux-prototype not git-tracked n/a Standalone Vite+React UX prototype (122 MB incl. node_modules) NOT under version control — copy as-is or treat as ephemeral

Worktree list verified live via git worktree list (gaia2-wt, harness-bench, w4 all attached to the main repo's .git).


3. Data Volumes & Databases

Path Size Contents Reproducible? Transfer method
packages/marketplace/marketplace.db 14 MB SQLite catalog: 40 sources, 120+ packages, 18 packs, FTS5, scan_history, security_config YES — npm run sync in packages/marketplace (re-fetches ClawHub/SkillsMP/GitHub/LobeHub) Travels in git clone; or regenerate via sync
Docker volume pgdata (DATABASE_URL=postgres://waggle:waggle_dev@localhost:5434/waggle) Variable (empty fresh) Team server: users/teams/agents/tasks/messages/team_entities (Drizzle ORM, PG16) YES — docker-compose up, Drizzle migrations auto-run from packages/server/drizzle/ Regenerate; do not copy
Docker volume redisdata (redis://localhost:6381) Variable (empty fresh) Session cache, BullMQ job queue YES — ephemeral by design Regenerate
Docker volume miniodata/minio-data (localhost:9000, bucket waggle-files) Variable (empty fresh) S3-compatible object storage; minio-init auto-creates bucket YES — docker-compose up Regenerate
waggle-os/.mind/ 47 KB Local hive-mind memory for this workspace (KG + entity cache) NO (session-local content) — schema auto-creates Copy if context valued; else regenerates on first use
~/.waggle/hive-mind.db (per-project MemoryStore) Varies (LoCoMo trio ~100 MB+) FrameStore + HybridSearch (FTS5 + 1024-d sqlite-vec) + KnowledgeGraph + Identity/Awareness NO — local-only; vectors tied to embedder model Physically copy; not portable if embedder changes
~/.waggle/vault.json + ~/.waggle/.vault-key <10 KB AES-256-GCM encrypted API keys (canonical secret store) NO — .vault-key is machine-local, never backed up New dev re-enters keys via UI; if .vault-key lost, all entries unrecoverable
~/.mem0/history.db 888 KB (≈909 KB) Mem0 SDK conversation history (cross-project, personal) NO Do NOT transfer (personal)
~/.mem0/migrations_qdrant/ 18 KB Qdrant vectors (1536-d Cosine, mem0migrations collection) NO Do NOT transfer (personal)
.claude/projects/D--Projects-waggle-os/memory/ 1.6 MB (~100250 .md) Session handoffs, SOTA index, decisions, founder feedback pins NO — hand-written Physically copy (heart of handoff) — see §5
packages/server/drizzle/ 2 SQL + meta (~120 KB) 0000_wild_glorian.sql, 0001_redundant_sauron.sql + journal YES — source-controlled Travels in git
hive-mind-test/scripts/locomo/data/ ~144 MB dir (2.8 MB locomo10.json + ~15 MB judgments) LoCoMo test set + answers (packc/packd/mem0/ours/theirs) + trio judgments Dataset YES (public); answers/judgments NO ($$ token spend) Copy answers/judgments; dataset auto-fetched
waggle-os/benchmarks/results/*.jsonl (+ .summary.json) ~36 MB, 68 files Per-instance harness results (accuracy/latency/cost/failure_mode) NO — real LLM calls cost $$ Physically copy
waggle-os-gaia2-wt/benchmarks/gaia2/runs/*/ multi-run GAIA2 execution traces + scenario trace.jsonl NO — $$ LLM + judge calls Physically copy
waggle-os/.understand-anything/ 7.1 MB KG (4,067 nodes / 6,521 edges) + fingerprints + dashboard YES — /understand --full (~17.9M tokens, ~2h, costly) Copy or regenerate

4. What the Developer Can Get Themselves (download or regenerate)

4.1 Public source repos (git clone)

git clone https://github.com/marolinik/hive-mind.git
git clone https://github.com/marolinik/hive-mind-clients-archive.git   # hive-mind-clients
git clone https://github.com/marolinik/hive-mind-test.git
git clone https://github.com/marolinik/waggle-os.git                   # PRIVATE — needs GitHub access

All use npm/pnpm workspaces, Node >= 20. After clone: npm install && npm run build (waggle-os: npm run build:all).

4.2 Native deps & toolchain (regenerate)

  • Node.js 20+ (LTS)https://nodejs.org/ ; verify node --version.
  • better-sqlite3 v12.6.2 — compiles via node-gyp on npm install; Windows needs MSVC Build Tools + Python 3.x.
  • sqlite-vec-windows-x64 v0.1.9 — optionalDependency; npm skips on non-Windows. Source: https://github.com/asg017/sqlite-vec-releases
  • Playwright browsernpx playwright install (Chromium) on first E2E run.
  • Local embedderXenova/all-MiniLM-L6-v2 (~23 MB) downloads to ~/.waggle/models/ on first EMBEDDING_PROVIDER=local boot.

4.3 Local infrastructure (regenerate)

docker-compose up -d        # postgres :5434, redis :6381, minio :9000 (+ minio-init bucket)
# Drizzle migrations auto-run on server start; force re-apply:
docker volume rm waggle-os_pgdata && docker-compose up -d postgres

Optional — LiteLLM proxy (litellm-proxy --config litellm-config.yaml --port 4000): the app falls back to its built-in Anthropic proxy / Ollama if absent.

REQUIRED for any hive-mind benchmark — Ollama (NOT optional): ollama pull nomic-embed-text, then serve on localhost:11434. The embedder is load-bearing — the .mind / hive-mind.db vectors are 1024-d nomic; running a benchmark against a DB embedded with a different model silently corrupts retrieval (no error, just wrong results). Treat this as a hard prerequisite alongside API keys.

4.4 Public benchmark datasets (download + canonicalize)

Dataset Fetch command Then canonicalize
LoCoMo raw curl -L 'https://raw.githubusercontent.com/snap-research/locomo/main/data/locomo10.json' -o benchmarks/data/locomo10.json (SHA-256 of canonical archive: 39e415e2…2a5b24; raw locomo10.json pinned 79fa87e9…698ff4) cd benchmarks/harness && tsx scripts/build-locomo-canonical.tslocomo/locomo-1540.jsonl (1531 instances)
LongMemEval S curl -L 'https://huggingface.co/datasets/xiaowu0162/longmemeval-cleaned/resolve/main/longmemeval_s_cleaned.json' -o benchmarks/data/longmemeval_s_cleaned.json (264 MB, SHA d6f21ea9…c3a442) tsx scripts/build-longmemeval-canonical.ts --variant s (500 instances)
BEAM git clone https://github.com/mohammadtavakoli78/BEAM.git (parent dir) tsx scripts/build-beam-canonical.ts --beam-chats-path /path/to/BEAM/chats --chat-size 128K (400 instances)

Committed (no download needed): preflight-locomo-50.json, failure-mode-calibration-10.jsonl, all *.meta.json, harness config benchmarks/harness/config/datasets.json, build scripts benchmarks/harness/scripts/build-*.ts. The hive-mind OSS LoCoMo number is free offline: cd D:/Projects/hive-mind/benchmarks/locomo && npm run build && node rescore.mjs (zero API cost; verifies SHA-256-pinned artifacts).


5. Local-Only / IRREPLACEABLE Data (must physically copy)

This is the heart of the handoff. None of the below comes back from a git clone.

5.1 Institutional memory (highest priority)

  • C:/Users/MarkoMarkovic/.claude/projects/D--Projects-waggle-os/memory/ (1.6 MB, ~100250 .md). Single source of truth for what shipped / what's open / how to roll back. Includes MEMORY.md (START HERE index, daily), project_session_handoff_*.md (150+ sessions AprJun 2026), project_sota_results_index.md (binding LoCoMo 87.66 evidence with commit SHAs + reproduction recipe), tier/KVARK/AI-Act strategy pins, and founder feedback pins. Cannot regenerate — copy the directory; or extract key insights into committed docs/.

5.2 LLM-generated benchmark answers/judgments/results ($ + time to regenerate)

  • hive-mind-test/scripts/locomo/data/{answers,judgments}/ — the 87.66 SOTA evidence (packc/packd/mem0/ours/theirs answers, trio-strict judgments). Regenerable only with API keys + ~2h compute + token spend.
  • waggle-os/benchmarks/results/*.jsonl + *.summary.json (~36 MB, 68 files) — per-cell ablation results; each row is a paid LLM call. Gitignored.
  • waggle-os/benchmarks/calibration/v6-kappa-recal/*.jsonl + benchmarks/probes/judge-swap-validation/*.jsonl — judge-reliability (Fleiss' kappa) outputs across deepseek/kimi/minimax/zhipu. No regeneration script.
  • waggle-os/benchmarks/results/pilot-2026-04-26/ (~40 MB) — agentic pilot (FAIL verdict, kept for audit).
  • waggle-os/benchmarks/results/v6-self-judge-rebench/ (~50 KB) — apples-to-apples vs Mem0.
  • waggle-os-gaia2-wt/benchmarks/gaia2/runs/*/results.jsonl + search/scenario_*/trace.jsonl — GAIA2 execution traces (real LLM + judge $$).
  • waggle-os-gaia2-wt/benchmarks/gaia2/data/tasks-mini-2.jsonl (4.8 MB) — GAIA2 task set with no traced public source (origin untraced; cannot re-fetch).

⚠ Expected-but-ABSENT (verify before relying on it): C:/Users/MarkoMarkovic/Desktop/MEMORIES/CLAUDE.md §10 (M2/M3) cites a 30 MB Claude export + 437 MB Gemini export "ready for E-11 ingestion", but the directory does not exist on this disk (see §9). If those harvest corpora matter to the handoff, re-export them from the source Claude/Google accounts — they are recoverable from no repo or backup found here.

5.3 Generated DBs worth keeping

  • ~/.waggle/hive-mind.db (and any project .mind DBs) — harvested memories + KG + identity. 1024-d sqlite-vec vectors are embedder-locked (re-embedding with a different model silently invalidates retrieval).
  • ~/.waggle/vault.json + .vault-key — only if continuing on the SAME machine; otherwise re-enter keys.

5.4 Unpushed / unversioned work that vanishes if ignored

  • waggle-os main repo concurrent WIP (52 modified + 22 untracked at 18aebe1f) — owner must review+commit; do not clobber.
  • waggle-os-harness-bench (NO_UPSTREAM) — push the branch or it dies with the worktree.
  • waggle-os-gaia2-wt — 3 unpushed commits to review/push.
  • waggle-os-ux-prototype/ (122 MB, not git) — add to git or treat as ephemeral.
  • waggle-os/.planning/ (1.6 MB, gitignored) — planning snapshots/decision logs.

5.5 Personal — DO NOT transfer (privacy)

  • ~/.mem0/ (history.db + migrations_qdrant/ + config.json) — founder's cross-project personal memory. config.json is auto-regenerated by the Mem0 SDK on first run, so nothing under ~/.mem0/ is worth (or safe to) transfer.
  • hive-mind/test-fixtures/claude-export-2026-04-22-marko.zip (32 MB) and its duplicate in claude-hive-mind/test-fixtures/ — founder's personal Claude chat archive. Scrub before any public push.

6. Credentials & Accounts the Developer Must Obtain

Secrets live in the encrypted vault (~/.waggle/vault.json) and/or .env/.env.locomo-trio (gitignored). Never transfer the founder's values — provision your own. .env.example is the safe template.

Key name File / store External service Purpose
ANTHROPIC_API_KEY vault / .env console.anthropic.com Claude (default model + judge)
OPENAI_API_KEY vault / .env platform.openai.com GPT-4o/o3, embeddings, eval judge
GEMINI_API_KEY / GOOGLE_API_KEY vault / .env ai.google.dev Gemini 2.5/3.1 (judge)
XAI_API_KEY vault / .env console.x.ai Grok (v6 judge)
DEEPSEEK_API_KEY vault / .env platform.deepseek.com DeepSeek chat/reasoner
PERPLEXITY_API_KEY vault / .env perplexity.ai/settings/api Sonar web-grounded
OPENROUTER_API_KEY vault / .env openrouter.ai/keys Critical fallback for 10+ routes
MISTRAL_API_KEY vault / .env console.mistral.ai Mistral Large/Small/Codestral
MOONSHOT_API_KEY vault / .env platform.moonshot.ai (intl) Kimi K2 family
DASHSCOPE_API_KEY vault / .env dashscope-intl.aliyuncs.com Qwen3.6-35B-A3B (LOCKED default) — intl tenant only
MINIMAX_API_KEY (+ MINIMAX_GROUP_ID) vault / .env minimaxi.com MiniMax M1/M2.7 (v6 judge)
ZHIPU_API_KEY vault / .env open.bigmodel.cn GLM-4-Plus/GLM-5
GENSPARK_API_KEY vault / .env genspark.ai Claude-compatible proxy
TAVILY_API_KEY vault / .env tavily.com Web search (not LLM)
LITELLM_MASTER_KEY .env local (placeholder sk-waggle-dev) Auth for local LiteLLM proxy
CLERK_SECRET_KEY / CLERK_PUBLISHABLE_KEY / VITE_CLERK_PUBLISHABLE_KEY .env dashboard.clerk.com Team server auth (optional for single-user)
STRIPE_SECRET_KEY / STRIPE_WEBHOOK_SECRET / STRIPE_PRICE_PRO_MONTHLY/_ANNUAL/STRIPE_PRICE_TEAMS_MONTHLY/_ANNUAL .env dashboard.stripe.com Billing (optional for dev)
DATABASE_URL .env local PG (docker) postgres://waggle:waggle_dev@localhost:5434/waggle
REDIS_URL .env local Redis (docker) redis://localhost:6381
MINIO_ENDPOINT/MINIO_ACCESS_KEY/MINIO_SECRET_KEY/MINIO_BUCKET .env local MinIO (docker) localhost:9000, waggle-files (dev creds waggle/waggle_s3_dev)
OLLAMA_URL / OLLAMA_MODEL .env.locomo-trio local Ollama localhost:11434 + nomic-embed-textmust match DB embedder (1024-d) or retrieval silently breaks

Benchmark reproduction additionally needs hive-mind-test/.env.locomo-trio (ANTHROPIC + OPENAI + MINIMAX + DASHSCOPE + Ollama). The file is marked "treat as compromised and rotate post-run."


7. Benchmark Reproducibility Assessment

Prerequisite for EVERY hive-mind benchmark below: Ollama serving nomic-embed-text (1024-d) on localhost:11434 (see §4.3) + the relevant API keys (§6). The embedder must match what each DB was built with or retrieval silently breaks. This is not documented in any benchmark README today — it is the single most common silent failure for a new dev.

Benchmark Headline Status Doc / harness path
LoCoMo SOTA 87.66% (Memori protocol, N=1540, GPT-4.1-mini) COMPLETE hive-mind-test/scripts/locomo/ + RESULT-backlog-closeout-2026-06-15.md
LoCoMo v5 OSS 67.8% trio-strict (N=320) COMPLETE hive-mind/benchmarks/locomo/ + METHODOLOGY.md
LongMemEval 75.2% trio-strict (N=100 probe) PARTIAL hive-mind-test/scripts/longmemeval/ + docs/plans/PILLAR2-MEMORY-LONGMEMEVAL-PLAN-2026-05-22.md
GAIA2 preregistered, no live runs MISSING (blocked) benchmarks/preregistration/manifest-v8-gaia2-preregistration.md, manifest-v8.2-final.md
recall-stress precision@3 gate PARTIAL hive-mind/benchmarks/recall-stress/ + README.md

LoCoMo SOTA (COMPLETE). Scripts 40/41/42 + harness fixes (PACK packing, --measure) + gotchas (judge-trio resume trap, Mem0 qdrant lock) documented; answers/judgments committed. Repro: cd hive-mind-test/scripts/locomo && node --env-file=../../.env.locomo-trio 40-cell-retrieval-gpt41mini.mjs (env PROMPT_MODE=ours PROFILES=1 DATEWIN=1 EPISODIC=1 RAWDETAIL=1) && node 41-judge-memori-gpt41mini.mjs && node 42-report-memori.mjs. Gaps: NONE except API keys + Ollama. Effort: 12h setup + ~2h compute.

LoCoMo v5 OSS (COMPLETE). Offline number is free via node benchmarks/locomo/rescore.mjs (zero cost, SHA-256 artifact integrity check). Full live pipeline (0037) needs workspace build + API keys. Gaps: NONE for offline rescore.

LongMemEval (PARTIAL). Method proven (ablation 41.6%→52.5%→68.3%→75.2%); run-longmemeval.mjs, run-blend.mjs, judge-trio.mjs exist; dataset SHA-pinned. Gaps: (1) fetch script not implemented (only "adapt 00-fetch" in plan); (2) per-question workspace isolation not coded; (3) full N=500 never executed (only N=100 probe); (4) Qwen-local lane designed, not built; (5) abstention judge in plan, not verified in code. Remediation: ~23 days engineering for N=500 scale-out. Start here: the dataset is SHA-pinned and run-longmemeval.mjs / run-blend.mjs / judge-trio.mjs already exist in hive-mind-test/scripts/longmemeval/ — fork hive-mind-test/scripts/locomo/00-fetch-dataset.mjs for the fetch step and add per-question workspace isolation to the existing runners; do not rewrite from scratch.

GAIA2 (MISSING / blocked). Preregistration thorough (4-cell ablation, ARE verifier + Llama-3.3-70B soft judge, health-check predicates; v8.2 makes LongMemEval V1 Track A0). Gaps: (1) hard blocker module 'signal' has no attribute 'SIGALRM' in smoke run 2026-04-30; (2) zero live runs, only smoke scaffolds; (3) no adapter code; (4) judge κ calibration unrun; (5) cost/timeline unvalidated. Phase 3 (separate, in waggle-os-gaia2-wt) DID close with +19.25pp Fisher p=8.07e-18, but cost $4.09/invocation → HALT. Remediation: fix SIGALRM (ARE platform) + build adapter + Docker — open-ended.

recall-stress (PARTIAL). Harness complete: node benchmarks/recall-stress/run.mjs --queries <path> --profile … --min-precision … --max-seconds …. Gaps: queries.local.json is gitignored by design (permanent and intentional — it shields a proprietary query corpus from the public mirror; this is not an accidental omission, so don't expect it to ever ship in git); only queries.example.json template ships. No public query set means historical recall-stress numbers are not reproducible from git alone. Regression thresholds are examples, not preregistered. Remediation: ~1 day to author domain-specific local queries. Cross-cutting gap: Ollama (nomic-embed-text 1024-d at localhost:11434) is assumed by all hive-mind benchmarks but has NO setup docs in any README.


  1. Clone the public repos (clean): hive-mind, hive-mind-clients-archive, hive-mind-test. Run npm install && npm run build in each.
  2. Resolve the main repo's dirty state FIRST. Have the concurrent-session owner review + commit the 52 modified + 22 untracked files at 18aebe1f, or stash, before anyone else touches waggle-os. Then clone waggle-os (private — provision GitHub access).
  3. Rescue unpushed worktree work: push feature/harness-sota-bench (NO_UPSTREAM) and the 3 unpushed commits on feature/gaia2-are-setup; decide fate of waggle-os-ux-prototype (add to git or archive).
  4. Provision credentials (§6): copy .env.example.env, obtain ~15 LLM keys + Clerk + Stripe + local DB/MinIO creds. Set keys in the Waggle vault via UI (Settings → API Keys). For benchmarks, create hive-mind-test/.env.locomo-trio.
  5. Stand up infra: docker-compose up -d (PG 5434 / Redis 6381 / MinIO 9000); install Ollama + ollama pull nomic-embed-text; build native deps (MSVC + Python 3.x on Windows).
  6. Physically copy irreplaceable data (§5): the .claude/.../memory/ directory (institutional context), benchmark answers/judgments in hive-mind-test/scripts/locomo/data/, waggle-os/benchmarks/results/, GAIA2 runs, and ~/.waggle/hive-mind.db if continuing the same memory corpus. Scrub the personal claude-export-*-marko.zip fixtures and do NOT copy ~/.mem0/.
  7. Verify code health: npm run build:all, npx tsc --noEmit on packages/agent, packages/server, app; npm run test -- --run; npm run lint. (Note: npm run build typechecks only apps/web; the sidecar runs via tsx transpile-only — typecheck packages/server separately.)
  8. Validate one cheap benchmark: cd hive-mind/benchmarks/locomo && node rescore.mjs (offline, free) to confirm the 67.8% reproduces.
  9. Document the gaps the new dev inherits: LongMemEval N=500 engineering, GAIA2 SIGALRM blocker, recall-stress local queries, missing Desktop\MEMORIES exports.
  10. Regenerate orientation aids if helpful: /understand --full rebuilds .understand-anything/ KG + dashboard (costly ~17.9M tokens).

9. Risks & Open Gaps

Security / privacy

  • Live API keys exist in waggle-os/.env, hive-mind-test/.env.locomo-trio (file self-flags keys as compromised), and .env.locomo-trio comments. Rotate all on transfer. Confirm both files remain gitignored.
  • Personal founder data: claude-export-2026-04-22-marko.zip (32 MB) lives in BOTH hive-mind/test-fixtures/ and claude-hive-mind/test-fixtures/ — must not reach any public mirror. ~/.mem0/ is personal — never transfer.
  • ~/.waggle/.vault-key is machine-local and never backed up; losing it makes the vault unrecoverable. New dev re-enters keys.
  • recall-stress queries.local.json is gitignored specifically to keep a proprietary corpus out of the repo — keep it that way.

Reproducibility / completeness gaps

  • Desktop\MEMORIES is MISSING. CLAUDE.md §10 (M2/M3) claims a 30 MB Claude export + 437 MB Gemini export are "ready for E-11 ingestion," but the directory does not exist on disk. Do not assume availability — re-export from source accounts if needed.
  • GAIA2 task dataset origin untraced (tasks-mini-2.jsonl, 4.8 MB) — no public URL/fetch script found; if lost, cannot re-acquire.
  • BEAM upstream URL only inferred from an error string (github.com/mohammadtavakoli78/BEAM.git); confirm canonical source.
  • Ollama embedder setup (nomic-embed-text, 1024-d, :11434) is a hard prerequisite for every hive-mind benchmark but is undocumented in any README — embedder mismatch silently corrupts retrieval.
  • Sidecar type errors ship undetectednpm run build typechecks only apps/web; the Fastify sidecar runs transpile-only via tsx. Always run npx tsc --noEmit --project packages/server/tsconfig.json.
  • Concurrent-session WIP in the main repo is the single biggest operational hazard: 74 changed files at 18aebe1f with no commits. Any clean/reset destroys them.

Documentation gaps surfaced by scouts

  • No 00-fetch-dataset automation for LongMemEval; build scripts must be run manually post-clone.
  • Hive Mind canonical upstream URLs partly inferred — verify each repo's .git/config before relying on them.
  • waggle-os/.lovable/ and .agents/ contents unverified (build cache vs. artifacts).
  • OSS sync scripts (oss-subtree-split.sh guard-only, oss-drift-check.sh) — verify functional before any OSS release; per CLAUDE.md §7.5 a raw split would leak proprietary IP.