12-agent audit (waves 3+4 Opus+Sonnet) on commit88de01cfound that 2 of my prior fixes had regressions, plus the prev batch missed 8 stale-text sites and 2 latent bugs. This batch closes them all. == Regressions in audit-batch (88de01c) — now fixed == 1. PRAGMA user_version=9 placement — could silently downgrade schema on cross-version install (existing v10 DB → re-run reset to 9 → migrations replay → ALTER TABLE duplicate-column errors) - install/sql/outcome-only-schema.sql: PRAGMA moved OUTSIDE the transaction (after COMMIT) for portability across SQLite versions - install/lib-profile-outcome-only.sh::_outcome_install_ledger: added downgrade guard — reads existing user_version BEFORE running ANY init path; if >9, skips entirely (preserves newer schema) - VERIFIED: simulated v10 DB → re-run prints "skipping init to preserve newer schema"; user_version stays at 10 (was downgraded to 9 in the prior batch) [REAL: ran in this session] 2. backup_file mv→cp workaround left orphan backups + bypassed rollback contract (BACKUP_PAIRS not registered) - install/lib-profile-outcome-only.sh: now manually appends to BACKUP_PAIRS so rollback trap restores on later failure; removes the .bak on success path - Comment updated to explain the workaround vs backup_file mv 3. CLAUDE.md skip-guard "STATUS-TRUTH MARKER" was too broad — false-positive on existing kit users (RULE 0.16 doc text matches) - lib-profile-outcome-only.sh: changed grep to literal HTML comment marker `<!-- outcome-only profile (KeiSeiKit) -->` (specific marker written by the installer itself) == Tier 1 missed in prev batch — now fixed == 4. _ts_packages/package-lock.json referenced packages/cortex-ui which does NOT exist on disk → npm ci would fail with ELSPROBLEMS in CI - Regenerated via fresh `rm package-lock.json && npm install` - npm ci now exits 0 cleanly [REAL: ran in this session] - Lockfile shrunk 2403→0 lines on the cortex-ui section (full regen) 5. v3 triggers (branch length cap ≤256) were MISSING from outcome-only-schema.sql — sqlite3 fallback path skipped a schema feature that the Rust kei-ledger flow enforces, creating cross-flow drift - Added trg_agents_branch_len_ins + trg_agents_branch_len_upd mirroring migrations_list.rs:30-44 - Header comment in outcome-only-schema.sql rewritten to match current behavior (was stale) - VERIFIED: end-to-end install creates 2 triggers [REAL: sqlite3 .schema | grep trg_agents_branch_len returns 2] 6. README.md:232 said "102 crates" while README.md:9 said "105 crates" — internal contradiction in same doc - README:232 → "105 workspace crates" 7. ARCHITECTURE.md:165 "53 Rust crates + 13 shell primitives" stale - Updated to "105 Rust workspace crates (47 declared in MANIFEST.toml `full` profile) + 14 shell primitives" 8. ARCHITECTURE.md:157 "45 /commands" stale - Updated to 68 9. plugin.json + marketplace.json description strings still had pre-fix counts (23 primitives / 39 skills / 9 hooks / 12 agents) - Both rewritten to match README:9 SSoT (38 agents / 68 skills / 38 hooks / 105 workspace crates / 47 installable + 14 shell) 10. PROFILE-OUTCOME-ONLY.md:28-29 "What does NOT get installed" still cited 102/67/37/82 - Updated to 105/68/38/85 11. encyclopedia/substrate-overview.md §6/§11/§12 still said "80-char DNA"; §13 said "495 DNA indices"; §6 said "11 install profiles (.../Cursor/Continue/etc)" - All 4 sites fixed to current language (≥33-char variable, 565 DNAs, 12 install profiles) 12. docs/DNA-INDEX.md:1352 said wire format is "(80 chars)" - Updated to "(≥33 chars; role + caps slugs are variable — see docs/DNA-FORMAT.md)" == Tier 2 honesty fixes == 13. Wagner et al. 2004 citation in SLEEP-LAYER.md:26 lacked [VERIFIED] marker (W3 doc consistency caught it) - Added [VERIFIED: doi:10.1038/nature02223] + clarification that the original study did not isolate a specific sleep stage; SWS attribution comes from secondary literature (Diekelmann/Born) 14. PHILOSOPHY.md:125 attributed "overnight consolidation of un-finished intentions" to Wagner 2004 — that paper is about insight gain on the Number Reduction Task, not Zeigarnik-effect cued memory - Rewritten to accurately describe Wagner 2004's actual finding + [VERIFIED: doi:10.1038/nature02223] Verification: - `npm ci` in _ts_packages/ exits 0 [REAL: ran in this session] - `cargo check --workspace` exits 0 in _primitives/_rust [REAL: ran in this session] - Outcome-only end-to-end fresh install produces user_version=9 + 2 triggers (correct schema shape) - Outcome-only re-run against v10 DB preserves user_version=10 (downgrade guard works) - CLAUDE.md skip-guard now triggers ONLY on literal marker, not on RULE 0.16 phrase NOT addressed in this batch (deferred to a future round): - github KeiSei84/{KeiSeiKit, KeiSeiKit-1.0} 404 (user-side action: publish repo or update refs) - keigit user `keisei` does not exist (user-side: create org or rename scope) - KEIGIT_TOKEN secret not configured (user-side action) - Forgejo registration disabled (admin-side) - safeEqual timing leak in TS server (LOW per W3 reassessment) - HTTP bind 0.0.0.0 default (MEDIUM) - Unbounded request body (MEDIUM) - Outcome-only confirm-screen bypass (RULE 0.1 spirit) - Ledger fallthrough false summary - Node 20 deprecation (deadline 2026-06-02, 30 days) - Hook count triple-discrepancy (38 README / 53 DNA-INDEX / 35 maturity-row) - 100-row router claim still in README:117 + PROFILE-OUTCOME-ONLY.md - INSTALL.md numerics without [REAL:] markers - Stale .bak files accumulation policy (cosmetic) - README per-claim [REAL: ] markers for 6 of 7 numerics Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
285 lines
16 KiB
Markdown
285 lines
16 KiB
Markdown
# KeiSeiKit
|
||
|
||
A **multi-LLM substrate** that gives any agentic coding tool persistent
|
||
memory, deterministic agent identity, and self-maintaining orchestration.
|
||
Works first-class with Claude Code; MCP-compatible bridges generate
|
||
context for Cursor / Continue / Zed / Aider / Windsurf / Cline /
|
||
OpenClaw / Kimi from the same source-of-truth.
|
||
|
||
**Apache 2.0** — explicit patent grant + retaliation clause. 105 Rust
|
||
crates (workspace member count via `grep -E '^\s*"[a-z-]+",' _primitives/_rust/Cargo.toml | wc -l`),
|
||
68 skills, 38 hooks, 38 agent manifests, 85 substrate blocks, 18
|
||
capability atoms, 7 substrate roles. Self-indexing via kei-registry
|
||
SQLite (565 active DNAs as of 2026-05-03 per `docs/DNA-INDEX.md`
|
||
header). Three-phase nightly consolidation. Foreign-project ingestion
|
||
runtime (`kei-import <repo-url>`).
|
||
|
||
## Maturity matrix
|
||
|
||
The substrate ships as a layered set of components at different
|
||
maturity levels. Read this before relying on any single piece for
|
||
production work.
|
||
|
||
| Component | Status | Notes |
|
||
|---|---|---|
|
||
| 24+ Rust primitives | varies (alpha → beta → concept) | Inspect each crate's `Cargo.toml` `package.metadata.keisei.maturity` if declared; otherwise treat as **alpha** unless you've personally exercised it. Most primitives are alpha — they build, type-check, and have unit tests, but have not been hardened against adversarial input or run at scale. |
|
||
| Cortex daemon (`kei-cortex` HTTP + WS) | alpha | CLI-driven daemon works in author's daily use; HTTP REST + WS endpoints + 8-tool `/chat` agentic loop build clean. **Browser app (`cortex-ui`) and VSCode extension (`@keisei/vscode-cortex`) are concept-level** — scaffolds present, not production paths. |
|
||
| MCP server (`@keisei/mcp-server`) | alpha | Published to **keigit.com** (`https://keigit.com/api/packages/keisei/npm/`) — author-operated Forgejo npm registry on a public DNS. Configure your `~/.npmrc` per [`docs/PUBLISHING.md`](./docs/PUBLISHING.md), then `npm install @keisei/mcp-server`. Local dist build still works for development (see Quick start). |
|
||
| Sleep layer (Phase A / B / C) | alpha | Phase A queue (`/sleep-on-it` → cloud agent) + Phase B markdown morning report work. **Auto-codification of rules from sleep insights is not yet wired** — codification path is manual via `/escalate-recurrence`. Phase C deep-sleep refactor proposals run on a 7-day cadence and write plan-only markdown by default. |
|
||
| Hooks (35 shipped) | beta | Tested in author's daily use (4–8 parallel Claude Code terminals). Pipeline hooks (`assemble-agents`, `no-hand-edit-agents`) are load-bearing; advisory hooks (RULE 0.12 / 0.13 / 0.14) are non-blocking. |
|
||
| Skills + manifests + assembler | beta | Structured + `assembler-validate` gate runs on every `git commit` inside `~/.claude`. Schema is locked (see [`docs/AGENT-SCHEMA-LOCKED.md`](./docs/AGENT-SCHEMA-LOCKED.md)). |
|
||
|
||
## What it does
|
||
|
||
| | |
|
||
|---|---|
|
||
| **Persistent memory** | SQLite ledger + content-addressable memory store, session-spanning context, cross-machine sync via memory-repo |
|
||
| **Agent DNA** | Deterministic variable-length identity per invocation: `<role>::<caps>::<scope-sha8>::<body-sha8>-<nonce8>` (≥33 chars; role + caps slugs are variable). Same task → same prefix → "did this run before?" via SQL, no embeddings. See [`docs/DNA-FORMAT.md`](./docs/DNA-FORMAT.md) for the wire spec. |
|
||
| **Constructor Pattern for prompts** | Agent `.md` files composed from manifests + blocks + capability bundles + rule fragments. Edit a block → all agents using it recompose. Single source of truth |
|
||
| **kei-fork** | Atomic git triplet (branch + worktree + ledger row) for parallel agent runs. Atomic rollback. No main-branch collisions across 4-8 simultaneous Claude sessions |
|
||
| **Three-phase sleep** | Phase A incubation (queued tasks) → Phase B REM consolidation (analyzes last 30 sessions, writes morning markdown report) → Phase C NREM deep-sleep (every 7 days, conflict scan + refactor proposals). No feedback loop — outputs are markdown, you decide what to keep |
|
||
| **Auto self-indexing** | Every substrate file edit triggers registry update + agent regeneration + DNA-INDEX.md refresh + keimd graph reindex |
|
||
| **Foreign-project ingestion** | `kei-import <repo>` walks → matches against 12 runtime traits → extracts skills from README/docs → generates migration plan → produces per-phase agent prompts |
|
||
| **Cross-tool bridges** | One rule-set, 11 target formats (`.cursorrules`, `.windsurf/rules/main.md`, `.github/copilot-instructions.md`, `AGENTS.md`, `GEMINI.md`, etc) |
|
||
| **npm-style publishing path** | Publish your agents / skills / hooks as scoped packages. The author runs an opt-in mirror at [`keigit.com`](https://keigit.com) (public Forgejo + npm registry, OAuth, per-user PAT) — this is an **author-operated mirror (KeiSei84 / private Forgejo)**, not a neutral community service. The substrate is remote-agnostic; use any git remote and any npm registry you trust. See [`docs/PUBLISHING.md`](./docs/PUBLISHING.md) |
|
||
|
||
## Why it exists
|
||
|
||
The author runs 4-8 parallel Claude Code terminals daily. Without
|
||
substrate, every session loses context, every parallel agent collides
|
||
on `main`, every "did we already solve this?" requires manual grep.
|
||
With substrate, identity carries — agents know what ran before,
|
||
results converge through the ledger, fork-as-triplet prevents
|
||
collisions, three-phase sleep produces overnight consolidation.
|
||
|
||
This is a tool first, not a product. If it solves your problem,
|
||
fork it.
|
||
|
||
## Quick start
|
||
|
||
```bash
|
||
# Claude Code (primary target — full hook + agent integration)
|
||
/plugin marketplace add KeiSei84/KeiSeiKit
|
||
/plugin install keisei@keisei-marketplace
|
||
|
||
# Any MCP-compatible client (Cursor / Continue / Zed / Aider / etc)
|
||
git clone https://github.com/KeiSei84/KeiSeiKit-1.0
|
||
cd KeiSeiKit-1.0
|
||
./install.sh --profile=minimal
|
||
```
|
||
|
||
38 agents + 68 skills + 38 hooks + nightly consolidation wired in
|
||
~60 seconds. Twelve install profiles (`outcome-only`, `minimal`,
|
||
`core`, `frontend`, `ops`, `dev`, `mcp`, `cortex`, `local-mirror`,
|
||
`dashboard`, `full-hub`, `full`) defined in
|
||
`_primitives/MANIFEST.toml` and documented in
|
||
[`docs/INSTALL.md`](./docs/INSTALL.md). For non-Claude-Code clients
|
||
(Cursor / Continue / Zed / Aider) the bridges format the same source
|
||
into client-native config — those are bridge targets, not separate
|
||
profiles.
|
||
|
||
### Outcome-only — try just the outcome loop (5 files, ~200 LOC)
|
||
|
||
If you want to try only the outcome-tracking primitive without
|
||
committing to the full kit (no daemon, no Forgejo, no launchd, no 100
|
||
crates), run `./install.sh --profile=outcome-only`. Installs 2 hooks +
|
||
a SQLite ledger + one line in `~/.claude/CLAUDE.md`; uninstalls in
|
||
four lines. See [`docs/PROFILE-OUTCOME-ONLY.md`](./docs/PROFILE-OUTCOME-ONLY.md).
|
||
|
||
## Self-maintaining
|
||
|
||
After install, the substrate maintains itself. Every edit cascades:
|
||
|
||
```
|
||
edit any rule .md → kei-decompose registers fragments
|
||
edit any manifest .toml → assembler regenerates one agent .md
|
||
edit any block .md → assembler regenerates ALL agents
|
||
edit any skill SKILL.md → kei-registry updates
|
||
edit any hook .sh → kei-registry updates
|
||
edit any primitive src/ → kei-import-project register updates
|
||
ANY substrate edit → DNA-INDEX.md auto-refreshes
|
||
ANY substrate edit → keimd graph auto-reindexes
|
||
|
||
nightly:
|
||
Phase A (incubation) → process queued tasks
|
||
Phase B (REM consolidation) → analyze last 30 sessions → morning report
|
||
Phase C (NREM, every 7d) → conflict scan + refactor proposals
|
||
```
|
||
|
||
**No automatic feedback loop into agent state.** All consolidation
|
||
outputs are human-readable markdown. You read, you decide what merges.
|
||
|
||
## Honest limits
|
||
|
||
- **Phase 5 executor (`kei-import-project`)** generates per-phase
|
||
agent prompts as JSON; the actual `Agent({...})` spawn happens
|
||
orchestrator-side (Claude Code Agent tool, MCP wrapper, or a thin
|
||
shell loop). A first-class JS/TS wrapper that auto-spawns + tracks
|
||
is future work.
|
||
- **Phase 9 Path A (model-router assembler-time rebake)** —
|
||
37 agent manifests currently declare `model: opus` in frontmatter.
|
||
Bayesian posterior router activates per-task-class when ≥100
|
||
outcome rows accumulate (currently 3). Until then, routing happens
|
||
via orchestrator discipline plus advisor-hook stderr nudges.
|
||
- **Cortex stack** (`kei-cortex` / `kei-tty` / `kei-mcp`) ships as
|
||
**alpha** (CLI/daemon track) — downgraded from "beta" because two
|
||
of the three intended frontends are not yet shipping. Local HTTP
|
||
daemon + ratatui TUI + MCP stdio JSON-RPC build clean and run in
|
||
the author's daily use. **Browser app (`cortex-ui`) and VSCode
|
||
extension (`@keisei/vscode-cortex`) are concept-level only** —
|
||
scaffolds exist, no production wiring. Treat the daemon + CLI as
|
||
the supported surface; treat the GUI frontends as roadmap.
|
||
- **`@keisei/mcp-server` npm package** — published to **keigit.com**
|
||
(the author-operated Forgejo npm registry, public DNS at
|
||
[`keigit.com`](https://keigit.com)). To install from the registry:
|
||
```bash
|
||
# ~/.npmrc — one-time setup
|
||
echo "@keisei:registry=https://keigit.com/api/packages/keisei/npm/" >> ~/.npmrc
|
||
echo "//keigit.com/:_authToken=<your-keigit-PAT>" >> ~/.npmrc
|
||
# PAT scope: read:package (write:package only if you publish)
|
||
|
||
npm install @keisei/mcp-server
|
||
```
|
||
For local development without the registry round-trip:
|
||
```bash
|
||
cd _ts_packages
|
||
bun install && bun run -r build
|
||
# output: _ts_packages/packages/mcp-server/dist/index.js
|
||
```
|
||
Single-binary builds via `bun build --compile` are documented in
|
||
[`_ts_packages/packages/mcp-server/BUILD.md`](./_ts_packages/packages/mcp-server/BUILD.md)
|
||
(5-target matrix, ~85–95 MB per binary). `package.json` has
|
||
`publishConfig.registry` pinned to `keigit.com` so an accidental
|
||
`npm publish` from this repo cannot route to npm.org.
|
||
- **Non-Claude clients** integrate via MCP + bridges, not native hooks.
|
||
PreToolUse / PostToolUse / UserPromptSubmit / Stop semantics are
|
||
Claude Code primitives. Other clients get capability exposure but
|
||
not the hook wire-up.
|
||
|
||
## What it's NOT
|
||
|
||
- **Not a Claude Code replacement** — runs alongside, not instead-of
|
||
- **Not a SaaS** — local-first by default; hosted offering under
|
||
consideration if community demand emerges (see [Roadmap](#roadmap))
|
||
- **Not enterprise** — solo-maintained, no SLA, no dedicated support
|
||
- **Not a framework** — substrate. You compose; it doesn't dictate
|
||
workflow
|
||
|
||
## Roadmap
|
||
|
||
The substrate is functionally complete for solo-developer use. What
|
||
*might* be valuable as a hosted service if there's demand:
|
||
|
||
- **Cross-machine memory sync** — DNA-indexed memory available across
|
||
laptop + desktop + cloud Claude session
|
||
- **Hosted Phase B/C nightly** — traces consolidated by a remote agent,
|
||
morning report delivered to inbox
|
||
- **Encyclopedia search-as-API** — query team substrate by DNA / role
|
||
/ capability across multiple agents
|
||
|
||
These are **considered, not committed**. Open an issue with your
|
||
use-case if any of these would solve real pain. Until then: fork,
|
||
run locally, file PRs.
|
||
|
||
## Hermes — proof of foreign-architecture ingest
|
||
|
||
Ten phases of [Nous Research's Hermes](https://github.com/NousResearch/hermes-agent)
|
||
(MIT, Python agent framework) ingested into KeiSeiKit substrate
|
||
through April 2026. Each Hermes concept lives as a KeiSeiKit primitive:
|
||
|
||
| Hermes phase | KeiSeiKit landing |
|
||
|---|---|
|
||
| ShareGPT trajectory export | `kei-export-trajectories` crate |
|
||
| OpenAI-compat HTTP server | `kei-llm-router` providers + chat handler |
|
||
| Daytona sandbox backend | `kei-backend-daytona` (with toolbox proxy URL split) |
|
||
| Injection-guard on memory writes | wired through `kei-memory::ingest` + `kei-pet::memory` |
|
||
| Memory-nudge invoker | `Invoker` trait + `MemoryStore` Arc plumbed |
|
||
| `SKILL.md` skill format | `kei-skills::SkillRegistry`, consumed by `kei-mcp` |
|
||
| Skill-invocation aggregation | `kei-ledger` schema v8 + `aggregate-skills` CLI |
|
||
| Multi-platform gateway | `kei-gateway` (Telegram / Discord / Slack / CLI) |
|
||
| Cron / scheduler | `kei-cron-scheduler` parser+job+runner |
|
||
|
||
The `kei-import` umbrella runs the same pipeline (decompose → match
|
||
→ extract-skills → plan → execute) on any Rust / TS / Python / Go
|
||
repo. Hermes was the validation case; the runtime works on others.
|
||
|
||
## Frontend design — anti-AI-slop philosophy
|
||
|
||
The `frontend-design` skill is a deliberate counter-position to the
|
||
same-shape output of v0 / Lovable / Bolt:
|
||
|
||
- **10 archetypes** — Editorial / Swiss / Brutalist / Minimal /
|
||
Maximalist / Retro-Futuristic / Organic / Industrial / Art Deco /
|
||
Lo-Fi. Each declares typography pairing + color palette + layout
|
||
language + motion style.
|
||
- **OKLCH color system** — one `--brand-hue` controls the full palette,
|
||
perceptually uniform.
|
||
- **Phase Gate (mandatory before any code):** purpose, archetype, the
|
||
one differentiator, three anti-references, design tokens. Skip the
|
||
gate = skip the skill.
|
||
- **Hard bans:** Inter / Roboto / Space Grotesk, purple gradients on
|
||
white, centered card grids as default, hero → cards → testimonials
|
||
template, `linear` easing on UI transitions.
|
||
- **Diverge-Kill-Mutate** loop when output feels generic.
|
||
- **The Blur Test:** at 20% visibility, layout silhouette must be
|
||
distinguishable from anti-references.
|
||
|
||
Orchestrator skill `landing-page` composes 11 skills across 6 recipes
|
||
(apple-product / saas / portfolio / ecommerce / agency / startup).
|
||
|
||
## Architecture
|
||
|
||
Stack: **Rust core** (105 workspace crates, ≤2 MB each, 12-trait runtime
|
||
+ plugin registry) + **TypeScript glue** (6 adapters: gmail / grok /
|
||
recall / telegram / youtube / mcp-server). Backend impls cover:
|
||
|
||
| Trait | Impls |
|
||
|---|---|
|
||
| ComputeProvider | bare-metal SSH, DigitalOcean, Linode, Vultr |
|
||
| GitProvider | Forgejo, Gitea, GitLab, Bitbucket |
|
||
| MemoryBackend | SQLite, Sled, Postgres, Redis |
|
||
| AuthProvider | Google OIDC, Apple Sign-In, WebAuthn passkeys, magic-link |
|
||
| NotifyChannel | Telegram, Discord, Slack, SMS (Twilio) |
|
||
| NetworkMode | WireGuard, OpenVPN, IPsec |
|
||
| LlmBackend | Anthropic, OpenAI, Kimi (Moonshot), MLX, llama.cpp, Ollama |
|
||
| ServiceManager | systemd |
|
||
|
||
Declare which impl to use in `~/.keisei/config.toml`; runtime resolves
|
||
at startup. See [`docs/ARCHITECTURE.md`](./docs/ARCHITECTURE.md),
|
||
[`docs/PHILOSOPHY.md`](./docs/PHILOSOPHY.md),
|
||
[`docs/SUBSTRATE-SCHEMA.md`](./docs/SUBSTRATE-SCHEMA.md),
|
||
[`docs/IMPORT-RUNTIME.md`](./docs/IMPORT-RUNTIME.md),
|
||
[`docs/PUBLISHING.md`](./docs/PUBLISHING.md),
|
||
[`docs/RULES-AS-BLOCKS.md`](./docs/RULES-AS-BLOCKS.md),
|
||
[`docs/DNA-INDEX.md`](./docs/DNA-INDEX.md).
|
||
|
||
## License
|
||
|
||
Apache 2.0. Use, fork, ship, modify. Explicit patent grant +
|
||
retaliation clause: contributors who sue any user over patents
|
||
covered by their contributions lose their license to the work.
|
||
Pre-2026-04-30 versions remain available under their original MIT
|
||
terms (irrevocable). See [LICENSE](./LICENSE) and [NOTICE](./NOTICE).
|
||
|
||
## Author & collaboration
|
||
|
||
Built by Denis Parfionovich (`parfionovich@keilab.io`) running
|
||
4–8 parallel Claude Code terminals per day. Solo-maintained.
|
||
Apache 2.0 makes the bus factor manageable: any AI-assisted
|
||
developer (you, your Claude, your Cursor, your Aider) can read
|
||
this codebase and continue it.
|
||
|
||
**Forks welcome. PRs welcome. Issues welcome.**
|
||
|
||
**Open to collaboration.** If you have:
|
||
- a use-case this substrate would solve and you can't see how — open
|
||
a discussion
|
||
- ideas for the SaaS roadmap (cross-machine memory sync, hosted
|
||
nightly consolidation, encyclopedia-as-API) — email or open an issue
|
||
- a related project you're building (agent infra, MCP servers,
|
||
cross-tool bridges, prompt-engineering substrates) and want to
|
||
cross-pollinate — reach out
|
||
- want to integrate KeiSeiKit primitives into your product or
|
||
research — Apache 2.0 already permits it; happy to help you wire it
|
||
|
||
Email reaches the author directly. No marketing list, no funnel.
|