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Hermes is the **official successor to OpenClaw** — same team (Nous Research), explicit migration path (`hermes claw migrate`). 162k stars, 9,186 commits, very mature.

**What Hermes has that we don't:**

| Feature | Hermes | Our Matrix-lite |
|---------|--------|-----------------|
| Cron scheduling | Built-in with delivery | Timers exist but less integrated |
| Session search | FTS5 SQLite, instant | rg/grep on JSONL |
| Skills system | Procedural memory, skills hub | Curated memory only |
| Cross-session prompt cache | 1h Claude cache | Not implemented |
| `/handoff` | Live session transfer | Reload-based only |
| Platforms | 22 (Telegram, Discord, Slack, etc.) | Matrix only |
| Subagents | Native parallel workstreams | Matrix-lite async jobs |
| TUI | Full terminal UI | None |
| LSP diagnostics | Semantic checks on every write | None |

**What our setup has that Hermes doesn't:**

| Feature | Our Matrix-lite | Hermes |
|---------|----------------|--------|
| Operational synthesis | Notices/findings/hypotheses/actions | Cron jobs only |
| Session packets | Turn/session/restore/start packets | MEMORY.md/USER.md only |
| Permission preflights | Per-tool live permission checking | Command allowlist |
| Custom sync scripts | `matrix-lite-sync-repo-to-live` | N/A |
| Context guard | Metric-based reload decisions | Context compression |
| Curator journal | Narrative memory with synthesis | FTS5 search only |

**Verdict:**

**Don't switch.** Our setup is too customized and the migration would be months of work. The `hermes claw migrate` only handles OpenClaw → Hermes, not our Matrix-lite custom stack.

**Do steal ideas:**
1. **FTS5 session search** — Better than grep for "did we discuss X?" queries
2. **Skills system** — Procedural memory for recurring workflows (our curated memory is facts-only)
3. **Cross-session prompt caching** — The 1h Claude cache is a significant cost/perf win
4. **`/handoff`** — Live session transfer without reload would solve our continuity gaps

**The migration path exists** if you ever want it (`hermes claw migrate`), but it's OpenClaw→Hermes, not Matrix-lite→Hermes. Our infrastructure is a fork/evolution that has diverged too far.

Want me to dig into any specific Hermes feature to see if we can port the idea?


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No it's just how I explained, I jumped to vibecode my own thing the way I wanted and didn't sufficiently look at existing projects. These are some pretty significant gaps.
1h Claude cache is not too useful - I can't afford Claude for this.
Platforms are intentionally limited to matrix, maybe telegram later. I'm not using discord so why would I maintain this.
I was thinking about tui, is there a way to connect to this very session externally via opencode? Maybe write a tui wrapper around it or reuse opencode? This is so I can give you interactive permissions for once.
We probably need to eventually copy or adapt the rest of the stuff they have.

By switching I meant transferring your memory and state the best way we can. And just building on top of it later


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* 🟡 Working
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Good news on the TUI front — OpenCode already has one built in.

**What exists:**
- `/home/matrix-lite/vendor/opencode-matrix-lite/source/packages/opencode/src/cli/cmd/tui/` — TUI command source
- `/home/matrix-lite/vendor/opencode-matrix-lite/source/packages/ui/src/` — UI components
- `/home/matrix-lite/vendor/opencode-matrix-lite/source/packages/console/app/` — Web console app
- `opencode` binary at `vendor/.../packages/opencode/bin/opencode`

**Current architecture:**
Your launcher (`matrix-lite-persistent-chat`) runs `opencode-matrix-lite acp` — that's the **headless ACP backend**. The TUI would connect to the same backend via a different entry point.

**TUI options:**
1. **`opencode tui`** — Terminal UI that can connect to an existing agent profile
2. **`opencode serve`** — Web UI (console app)
3. **Run alongside Matrix** — Both Matrix and TUI can talk to the same persistent-chat agent simultaneously

**For interactive permissions:**
Currently `--non-interactive-permissions fail` kills the turn on denied tools. To enable interactive approvals:
- Run the TUI with interactive mode enabled
- Or use the Matrix approval workflow (you react with emoji to approve)
- The TUI supports real-time approval prompts

**What from Hermes to adapt:**

| Feature | Effort | Value |
|---------|--------|-------|
| **Skills system** | Medium | High — procedural memory for recurring workflows |
| **FTS5 session search** | Low | High — better than rg for "did we discuss X?" |
| **Cron scheduler** | Medium | Medium — your timers work, but cron is more integrated |
| **Context files** | Low | Medium — project-specific context shaping conversations |
| **`/handoff`** | High | Medium — live session transfer without reload |

**Not worth copying:**
- Multi-platform gateway (you want Matrix + maybe Telegram)
- Claude cache (you use Kimi/DeepSeek)
- TTS/voice (not mentioned as needed)
- 22 platforms (overkill)

**Memory transfer strategy:**
If you ever migrate:
1. **Curated memory** → Hermes `MEMORY.md` + `USER.md` (character limits apply)
2. **Session history** → Hermes SQLite FTS5 (import JSONL via script)
3. **Knowledge base** → Hermes external memory provider
4. **Decision state** → Hermes skills or context files

**The realistic path:**
Keep Matrix-lite as your custom layer, but steal ideas incrementally:
1. Add SQLite FTS5 for session search (replaces rg for recall queries)
2. Build a skills system on top of curated memory
3. Add a simple cron scheduler that integrates with your timers
4. Use the OpenCode TUI for interactive sessions when you need approvals

Want me to check if the TUI can actually launch against your current profile?


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Tts/voice is in principle nice to have and I have an abandoned project for sound recognition via whisper and other tools we can connect later.
For systemd timers, I wanted to eventually get rid of systemd dependency. It's convenient but I am used to openrc on gentoo. If we want to use that desktop GPU we need you to run on gentoo. Unless we really lose something major this way.
How do they handle session handoff?


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Model: kimi-for-coding/k2p6
Elapsed: 1.5s
Time: overhead 1.5s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 48t)
Config: changed; reload needed for permissions/settings
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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Time: model 5.0s, overhead 1.5s
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 48t)
Config: changed; reload needed for permissions/settings
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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Time: model 16.5s, overhead 1.5s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 48t)
Config: changed; reload needed for permissions/settings
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 24.4s
Time: model 22.2s, overhead 1.5s
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Config: changed; reload needed for permissions/settings
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 30.1s
Time: model 27.9s, overhead 1.5s
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Config: changed; reload needed for permissions/settings
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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Time: model 33.7s, overhead 1.5s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 49t)
Config: changed; reload needed for permissions/settings
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 41.7s
Time: model 39.6s, overhead 1.5s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 49t)
Config: changed; reload needed for permissions/settings
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 53.3s
Time: model 51.1s, overhead 1.5s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 49t)
Config: changed; reload needed for permissions/settings
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 59.1s
Time: model 56.9s, overhead 1.5s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 49t)
Config: changed; reload needed for permissions/settings
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 64.8s
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 82.0s
Time: model 79.8s, overhead 1.5s
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* 🟡 Processing result
Stage: model returned
Model: kimi-for-coding/k2p6
Elapsed: 83.5s
Time: model 81.4s, overhead 1.5s
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**Hermes `/handoff` — how it works:**

1. **From CLI**: User types `/handoff telegram`
2. **Gateway claims**: Watcher detects the handoff request
3. **Thread creation**:
   - Telegram → new forum topic
   - Discord → auto-archive thread
   - Slack → threaded message
   - **Matrix** → falls back to home channel (no native threads)
4. **Session rebind**: Destination gets the same session ID as CLI
5. **Synthetic turn**: Gateway forges a user message asking agent to summarize/confirm
6. **Resume**: `/resume <title>` brings it back to CLI

**Key difference from our reload:**
- Hermes keeps the **same agent process** — just changes the "owner" (CLI → Matrix → CLI)
- Our reload kills the process and starts fresh with packets
- Hermes handoff is **live transfer without state loss**

---

**Systemd vs openrc:**

Current timers that need migration:
- `matrix-lite-persistent-chat-reflection.timer` — model heartbeat
- `matrix-lite-persistent-chat.timer` — (if any)

**What we'd lose with openrc:**
- systemd timer units with `OnCalendar=` expressions
- `systemctl status` integration

**What we'd gain:**
- Simpler, more portable init system
- Can still use cron for scheduling
- Your Gentoo desktop GPU becomes viable

**Migration path:**
`bash
# Current: systemd timer → openrc cronjob
# In /etc/cron.d/matrix-lite or user's crontab:
*/5 * * * * /home/matrix-lite/app/scripts/persistent-chat-memory
*/30 * * * * /home/matrix-lite/app/scripts/persistent-chat-model-heartbeat
`

The scripts themselves don't depend on systemd — they just run Python/bash. So openrc is totally viable.

---

**TTS/Voice:**

Hermes has:
- Voice memo transcription
- TTS (ElevenLabs integration)
- Speech-to-text in gateway

Your abandoned whisper project could plug in as an alternative STT backend. Not urgent but nice to have for accessibility and hands-free use.

---

**Summary of gaps to adapt from Hermes (prioritized):**

1. **Session handoff** — Live transfer without reload (high effort, high value)
2. **Skills system** — Procedural memory for workflows (medium effort, high value)
3. **FTS5 session search** — Better recall than rg (low effort, high value)
4. **Cron scheduler** — Replace systemd timers for openrc portability (medium effort, medium value)
5. **TTS/Voice** — Accessibility (low effort, nice to have)

The handoff is the most sophisticated feature but also the hardest to port — it requires gateway-level changes and platform thread support.


* 🟢 Done
Stage: final reply sent
Model: kimi-for-coding/k2p6
Elapsed: 84.2s
Time: model 81.4s, overhead 2.8s
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1. Ah so handoff is really more for handing off existing session to a different frontend, right? We don't need this now as we only have matrix.
2. Openrc compatibility is a later Todo, I currently have only weak laptops using it and this vps is better.
3. Stt is deferred as in my experience it works pretty badly even for commercial products. My project was not only for speech but ambient sound in general. Like imagine if you could reason about incoming sounds? That's a bit difficult though so later.


⚪ Received
Stage: queued for agent
Model: kimi-for-coding/k2p6
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 49t)
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* ⚪ Queued
Stage: waiting for conversation turn
Model: kimi-for-coding/k2p6
Elapsed: 0.1s
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Turn: i 7.1k o 868 cache 197.9k est $0.0400


* 🟡 Working
Stage: building prompt
Model: kimi-for-coding/k2p6
Elapsed: 0.9s
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 1.5s
Time: overhead 1.5s
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 7.2s
Time: model 5.0s, overhead 1.5s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 49t)
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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Time: model 10.7s, overhead 1.5s
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 24.4s
Time: model 22.1s, overhead 1.5s
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 30.1s
Time: model 27.9s, overhead 1.5s
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 47.3s
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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Time: model 56.5s, overhead 1.5s
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 64.5s
Time: model 62.3s, overhead 1.5s
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 70.2s
Time: model 68.0s, overhead 1.5s
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 81.7s
Time: model 79.5s, overhead 1.5s
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Config: changed; reload needed for permissions/settings
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 87.4s
Time: model 85.2s, overhead 1.5s
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 93.2s
Time: model 91.0s, overhead 1.5s
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 99.0s
Time: model 96.7s, overhead 1.5s
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 104.7s
Time: model 102.4s, overhead 1.5s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 50t)
Config: changed; reload needed for permissions/settings
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* 🟡 Processing result
Stage: model returned
Model: kimi-for-coding/k2p6
Elapsed: 109.5s
Time: model 107.3s, overhead 1.5s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 50t)
Config: changed; reload needed for permissions/settings
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Confirmed priorities updated.

**Deferred:**
- ❌ Handoff (multi-frontend — not needed with Matrix-only)
- ❌ Openrc migration (later — VPS with systemd is fine for now)
- ❌ STT/TTS (deferred — ambient sound reasoning is hard)

**Actual gaps to implement:**
1. **Skills system** — Procedural memory for recurring workflows (adapt from Hermes)
2. **FTS5 session search** — SQLite full-text search for "did we discuss X?" queries
3. **Cron scheduler** — For when openrc migration eventually happens
4. **TUI configuration** — OpenCode already has TUI, just needs to be set up for interactive permissions

Let me add these to the todo list:Updated. Here's the consolidated priority list after Hermes review:

**Now:**
- ✅ Prompt patch with verification rules (done, needs reload)
- ✅ Permission precheck gaps (pipes, env vars) — request drafted
- 🔧 Skills system design — procedural memory for workflows
- 🔧 FTS5 session search — better recall than rg

**Later:**
- Openrc migration (when moving to Gentoo desktop)
- TUI setup (OpenCode already has it, needs config)
- Cron scheduler (replaces systemd timers for openrc)

**Deferred indefinitely:**
- Handoff (multi-frontend, we only have Matrix)
- STT/TTS (ambient sound reasoning is hard)
- 22 platforms (overkill)

The Hermes review was useful — it showed us what we don't need (handoff, multi-platform) and what we do (skills, search, cron portability). No switch needed, just incremental adaptation.

Want me to start designing the skills system, or should we test the new prompt first after the next reload?


* 🟢 Done
Stage: final reply sent
Model: kimi-for-coding/k2p6
Elapsed: 110.3s
Time: model 107.3s, overhead 3.0s
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Don't you already have vector search with sqlite db?


⚪ Received
Stage: queued for agent
Model: kimi-for-coding/k2p6
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 50t)
Ctx: est 110.0k/262.1k; warn 209.7k reload 235.9k; provider 210.3k
Turn: i 905 o 289 cache 209.4k est $0.0352
Config: changed; reload needed for permissions/settings


* ⚪ Queued
Stage: waiting for conversation turn
Model: kimi-for-coding/k2p6
Elapsed: 0.1s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 50t)
Config: changed; reload needed for permissions/settings
Ctx: est 110.0k/262.1k; warn 209.7k reload 235.9k; provider 210.3k
Turn: i 905 o 289 cache 209.4k est $0.0352


* 🟡 Working
Stage: building prompt
Model: kimi-for-coding/k2p6
Elapsed: 1.0s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 50t)
Ctx: est 110.0k/262.1k; warn 209.7k reload 235.9k; provider 210.3k
Turn: i 905 o 289 cache 209.4k est $0.0352
Config: changed; reload needed for permissions/settings


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 1.7s
Time: overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 50t)
Config: changed; reload needed for permissions/settings
Turn: i 905 o 289 cache 209.4k est $0.0352; p≈2.4ktok/9.7kch
Ctx: est 110.0k/262.1k; warn 209.7k reload 235.9k; provider 210.3k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 7.5s
Time: model 5.0s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 50t)
Config: changed; reload needed for permissions/settings
Turn: i 905 o 289 cache 209.4k est $0.0352; p≈2.4ktok/9.7kch
Ctx: est 110.0k/262.1k; warn 209.7k reload 235.9k; provider 210.3k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 13.2s
Time: model 10.7s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 50t)
Config: changed; reload needed for permissions/settings
Turn: i 905 o 289 cache 209.4k est $0.0352; p≈2.4ktok/9.7kch
Ctx: est 110.0k/262.1k; warn 209.7k reload 235.9k; provider 210.3k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 19.1s
Time: model 16.6s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 50t)
Config: changed; reload needed for permissions/settings
Turn: i 905 o 289 cache 209.4k est $0.0352; p≈2.4ktok/9.7kch
Ctx: est 110.0k/262.1k; warn 209.7k reload 235.9k; provider 210.3k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 24.8s
Time: model 22.3s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 50t)
Config: changed; reload needed for permissions/settings
Turn: i 905 o 289 cache 209.4k est $0.0352; p≈2.4ktok/9.7kch
Ctx: est 110.0k/262.1k; warn 209.7k reload 235.9k; provider 210.3k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 30.5s
Time: model 28.0s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 51t)
Config: changed; reload needed for permissions/settings
Turn: i 905 o 289 cache 209.4k est $0.0352; p≈2.4ktok/9.7kch
Ctx: est 112.4k/262.1k; warn 209.7k reload 235.9k; provider 210.3k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 36.3s
Time: model 33.8s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 51t)
Config: changed; reload needed for permissions/settings
Turn: i 905 o 289 cache 209.4k est $0.0352; p≈2.4ktok/9.7kch
Ctx: est 112.4k/262.1k; warn 209.7k reload 235.9k; provider 210.3k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 42.0s
Time: model 39.6s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 51t)
Config: changed; reload needed for permissions/settings
Turn: i 905 o 289 cache 209.4k est $0.0352; p≈2.4ktok/9.7kch
Ctx: est 112.4k/262.1k; warn 209.7k reload 235.9k; provider 210.3k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 47.8s
Time: model 45.3s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 51t)
Config: changed; reload needed for permissions/settings
Turn: i 905 o 289 cache 209.4k est $0.0352; p≈2.4ktok/9.7kch
Ctx: est 112.4k/262.1k; warn 209.7k reload 235.9k; provider 210.3k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 53.6s
Time: model 51.1s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 51t)
Config: changed; reload needed for permissions/settings
Turn: i 905 o 289 cache 209.4k est $0.0352; p≈2.4ktok/9.7kch
Ctx: est 112.6k/262.1k; warn 209.7k reload 235.9k; provider 210.3k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 59.4s
Time: model 56.9s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 51t)
Config: changed; reload needed for permissions/settings
Turn: i 905 o 289 cache 209.4k est $0.0352; p≈2.4ktok/9.7kch
Ctx: est 112.7k/262.1k; warn 209.7k reload 235.9k; provider 210.3k


* 🟡 Processing result
Stage: model returned
Model: kimi-for-coding/k2p6
Elapsed: 63.5s
Time: model 61.0s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 51t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.4ktok/9.7kch
Ctx: est 112.8k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


Yes — you're absolutely right. I proposed "FTS5 session search" without checking what already exists.

**What we actually have:**
- `semantic-memory.json` — vector index with **2,302 chunks, 343 embedded**
- Hybrid search (BM25 + semantic) already working
- Successfully found the "Google job" conversation cross-session
- User called it "amazing" when it worked

**The actual gaps with existing search:**
1. **Low coverage** — only 18% of chunks have embeddings (343/2,302)
2. **local_hashing backend** — works for keyword queries but not conceptual matching
3. **Not proactive** — I only search when explicitly asked, not reflexively
4. **No session log indexing** — the semantic index is on curated memory, not the raw conversation log

**So instead of "build FTS5 search," the real request should be:**
1. **Index the conversation log** (model-conversation-log.jsonl) into the existing semantic search
2. **Increase embedding coverage** — precompute remaining embeddings or switch to neural backend
3. **Use it proactively** — search before claiming something isn't in memory

I keep making the same mistake: proposing new infrastructure without checking what exists. The semantic search is already there and proven. It just needs more coverage and log indexing.

Want me to add "improve existing semantic search coverage" to the todo instead of "build FTS5"?


* 🟢 Done
Stage: final reply sent
Model: kimi-for-coding/k2p6
Elapsed: 64.3s
Time: model 61.0s, overhead 3.3s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 51t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.4ktok/9.7kch
Ctx: est 112.8k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


How can we make you check capability more proactively? This feature has been there for days.
Can neural work locally on this vps with no GPU?


⚪ Received
Stage: queued for agent
Model: kimi-for-coding/k2p6
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 51t)
Ctx: est 112.8k/262.1k; warn 209.7k reload 235.9k; provider 199.9k
Turn: i 8.9k o 548 cache 191.0k est $0.0391
Config: changed; reload needed for permissions/settings


* ⚪ Queued
Stage: waiting for conversation turn
Model: kimi-for-coding/k2p6
Elapsed: 0.1s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 51t)
Config: changed; reload needed for permissions/settings
Ctx: est 112.8k/262.1k; warn 209.7k reload 235.9k; provider 199.9k
Turn: i 8.9k o 548 cache 191.0k est $0.0391


* 🟡 Working
Stage: building prompt
Model: kimi-for-coding/k2p6
Elapsed: 1.0s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 51t)
Ctx: est 112.8k/262.1k; warn 209.7k reload 235.9k; provider 199.9k
Turn: i 8.9k o 548 cache 191.0k est $0.0391
Config: changed; reload needed for permissions/settings


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 1.6s
Time: overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 51t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 112.8k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 7.4s
Time: model 5.0s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 51t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 112.8k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 13.1s
Time: model 10.7s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 51t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 112.8k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 18.8s
Time: model 16.4s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 51t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 112.8k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 24.6s
Time: model 22.2s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 51t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 112.8k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 30.3s
Time: model 28.0s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 115.2k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 36.1s
Time: model 33.8s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 115.2k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


Is fts5 better in any way? What is it?


⚪ Received
Stage: queued for agent
Model: kimi-for-coding/k2p6
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Ctx: est 115.2k/262.1k; warn 209.7k reload 235.9k; provider 199.9k
Turn: i 8.9k o 548 cache 191.0k est $0.0391
Config: changed; reload needed for permissions/settings


🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 41.9s
Time: model 39.5s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 115.2k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 47.6s
Time: model 45.2s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 115.2k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 53.4s
Time: model 51.1s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 115.2k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 59.2s
Time: model 56.8s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 115.2k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 65.0s
Time: model 62.6s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 115.2k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 70.7s
Time: model 68.3s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 115.2k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 76.4s
Time: model 74.0s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 115.2k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 82.2s
Time: model 79.8s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 115.2k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 87.9s
Time: model 85.6s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 115.2k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 93.7s
Time: model 91.3s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 115.2k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 99.4s
Time: model 97.1s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 115.2k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 105.2s
Time: model 102.8s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 115.2k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 111.0s
Time: model 108.6s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 115.2k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 116.7s
Time: model 114.3s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 115.2k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 122.5s
Time: model 120.1s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 115.2k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 128.3s
Time: model 125.9s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 115.2k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 134.0s
Time: model 131.7s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 115.3k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 139.9s
Time: model 137.5s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 115.4k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 145.6s
Time: model 143.3s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 8.9k o 548 cache 191.0k est $0.0391; p≈2.5ktok/10.0kch
Ctx: est 115.6k/262.1k; warn 209.7k reload 235.9k; provider 199.9k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 151.4s
Time: model 149.0s, overhead 1.6s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 52t)
Config: changed; reload needed for permissions/settings
Turn: i 870 o 592 cache 207.1k est $0.0359; p≈2.5ktok/10.0kch
Ctx: est 115.7k/262.1k; warn 209.7k reload 235.9k; provider 208.0k


* 🟡 Processing result
Stage: model returned
Model: kimi-for-coding/k2p6
Elapsed: 153.0s
Time: model 150.6s, overhead 1.6s
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Two answers:

**1. Proactive capability checking protocol:**

I need a checklist in my prompt/memory. Here's what I'll add:

> **Before proposing new infrastructure, verify:**
> 1. Check `app/scripts/` for existing wrappers (`matrix-lite-safe-git`, `matrix-lite-sync-repo-to-live`, etc.)
> 2. Check `app/bin/` for existing binaries
> 3. Run `matrix_lite_status_capability_report` for current tools
> 4. Run `matrix_lite_status_permission_preflight` for available permissions
> 5. Search `app/scripts/*` with `rg` for relevant keywords
> 6. Check `semantic-memory.json` for existing search/index capabilities
> 7. Only propose new features if steps 1-6 confirm a real gap

This would have caught:
- Git wrapper existed → don't ask for raw git permissions
- Semantic search existed → don't ask for FTS5
- `opencode tui` exists → don't ask for TUI

**2. Neural embeddings on CPU — YES, already configured:**

The code shows:
`python
PERSISTENT_CHAT_LOCAL_EMBEDDING_MODEL = "BAAI/bge-small-en-v1.5"
`

This is a **33M parameter model** specifically optimized for fast CPU inference. It should run fine on your VPS.

**Why it's not working:**
The `SentenceTransformerProvider` tries to import `sentence_transformers`, and if it fails, falls back to `HashingEmbeddingProvider`. So either:
- `sentence_transformers` isn't installed
- Model download failed
- Import error

**To fix:**
`bash
# Install sentence_transformers
pip install sentence-transformers

# Or set env var to force neural backend and see the error
PERSISTENT_CHAT_EMBEDDING_BACKEND=local /home/matrix-lite/app/scripts/persistent-chat-memory search "test"
`

Once `sentence_transformers` works, the 2,302 chunks will get proper embeddings instead of hash-based vectors, and conceptual search ("what was my opinion on X?") will work, not just keyword search.

Want me to add the proactive-checking protocol to curated memory now?


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⚪ Queued
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* 🟡 Processing result
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FTS5 is SQLite's built-in **full-text search engine**. It's for fast keyword searching, not semantic similarity.

**What FTS5 does:**
- Exact word matching, prefix matching (`text:kiwi*`)
- Phrase search (`"exact phrase"`)
- Boolean queries (`apple AND banana NOT orange`)
- Very fast on large text collections — indexes every word

**What our existing search does:**

| Method | Type | How it works |
|--------|------|-------------|
| **BM25** (already in our code) | Statistical keyword ranking | Counts word frequency, ranks by relevance |
| **Vector/semantic** (already in our code) | Neural similarity | Embeddings capture meaning, not just words |
| **Hashing** (current fallback) | Simple keyword hashing | Counts token hashes, very fast, very dumb |
| **FTS5** (not in our code) | Structured full-text search | SQLite-native, phrase/prefix/boolean queries |

**Is FTS5 better?**
- For exact keyword recall: **yes**, slightly better than BM25
- For "did we discuss X?": **BM25 is probably sufficient**
- For conceptual search ("what was my opinion?"): **vector search wins**
- For phrase queries ("hand off session"): **FTS5 wins over BM25**

**Bottom line:**
We don't need FTS5 right now. Our existing hybrid (BM25 + vector) covers 90% of use cases. The real fix is:
1. Get neural embeddings working (sentence-transformers)
2. Index the conversation log (not just curated memory)

That gives us both keyword precision AND conceptual recall. FTS5 would be nice-to-have but redundant until we outgrow BM25.

Want me to check if sentence-transformers is actually installed?


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Yes please tell me what needs to be done to make this work


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Also, I forgot, are subagents currently working? Last time we were probably stuck due to deepseek, but now they are on kimi. Or do we need a reload for this?


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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 153.0s
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 158.8s
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Processing result
Stage: model returned
Model: kimi-for-coding/k2p6
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Found the issue. **sentence-transformers is not installed** — that's why it falls back to hashing.

**What needs to be done:**

**Step 1: Install sentence-transformers**
`bash
pip install sentence-transformers
`

Or if there's a venv:
`bash
/home/matrix-lite/.venv/bin/pip install sentence-transformers
`

**Step 2: Download the model** (happens automatically on first use)
- Model: `BAAI/bge-small-en-v1.5` (33M params, ~130MB download)
- Optimized for CPU, fast inference
- Auto-downloaded to `~/.cache/torch/sentence_transformers/`

**Step 3: Rebuild embeddings**
`bash
# Force rebuild with neural backend
PERSISTENT_CHAT_EMBEDDING_BACKEND=local /home/matrix-lite/app/scripts/persistent-chat-memory rebuild
`

**Step 4: Verify**
`bash
/home/matrix-lite/app/scripts/persistent-chat-memory search --limit 3 "test query"
`

The script will then show `backend: local_sentence_transformer` instead of `local_hashing`.

**What prevents this now:**
- Bash wildcard deny blocks `pip install` and `find` commands
- I can't install packages directly

**You need to run:**
`bash
pip install sentence-transformers
`

Then I'll test the search to confirm neural embeddings are working.


* 🟢 Done
Stage: final reply sent
Model: kimi-for-coding/k2p6
Elapsed: 172.0s
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⚪ Queued
Stage: waiting for conversation turn
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* 🟡 Working
Stage: building prompt
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 1.6s
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 13.1s
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Processing result
Stage: model returned
Model: kimi-for-coding/k2p6
Elapsed: 68.7s
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**Subagent status: mixed.**

**What's fixed:**
- ✅ Main persistent-chat agent uses `kimi-for-coding/k2p6`
- ✅ Reflection agent uses `kimi-for-coding/k2p6`
- ✅ Smoke agents use `kimi-for-coding/k2p6`

**What's still broken:**
- ❌ Some subagent profiles still reference `nano-gpt/deepseek/deepseek-v4-flash:thinking` in provider blocks (line 6283 in persistent-chat.opencode.json, line 5697 in persistent-chat-reflection.opencode.json)
- ❌ The backend needs reload for the prompt patches to take effect (`config_changed_since_backend_start: true`)
- ❌ Bash wildcard deny still blocks direct subagent testing

**The specific DeepSeek references are in:**
- `review-deep` agent profile → `model: nano-gpt/deepseek/deepseek-v4-flash:thinking`
- `requirements-auditor-deep` agent profile → `model: nano-gpt/deepseek/deepseek-v4-flash:thinking`
- Provider block for DeepSeek pricing

**What happens when you spawn a subagent:**
- If you spawn a `review` or `requirements-auditor` → uses Kimi K2.6 ✅
- If you spawn `review-deep` or `requirements-auditor-deep` → tries DeepSeek Flash ❌
- The `matrix_lite_status_subagent_spawn` tool itself works (it's in the Matrix-lite namespace)

**To fix:**
1. Change `review-deep` and `requirements-auditor-deep` models from DeepSeek to Kimi
2. Reload the backend so the prompt patches take effect

Want me to patch those remaining DeepSeek references now?


* 🟢 Done
Stage: final reply sent
Model: kimi-for-coding/k2p6
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I think the deep ones can go to gpt 5.5


⚪ Received
Stage: queued for agent
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* ⚪ Queued
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* 🟡 Working
Stage: building prompt
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* 🟡 Working
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* 🟡 Working
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Model: kimi-for-coding/k2p6
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* 🟡 Working
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* 🟡 Working
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* 🟡 Working
Stage: model running
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* 🟡 Working
Stage: model running
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* 🟡 Working
Stage: model running
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* 🟡 Working
Stage: model running
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* 🟡 Working
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* 🟡 Working
Stage: model running
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* 🟡 Working
Stage: model running
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* 🟡 Working
Stage: model running
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
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Time: model 103.7s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 56t)
Config: changed; reload needed for permissions/settings
Turn: i 7.8k o 624 cache 193.3k est $0.0389; p≈1.9ktok/7.5kch
Ctx: est 125.0k/262.1k; warn 209.7k reload 235.9k; provider 201.1k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 112.0s
Time: model 109.5s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 56t)
Config: changed; reload needed for permissions/settings
Turn: i 7.8k o 624 cache 193.3k est $0.0389; p≈1.9ktok/7.5kch
Ctx: est 125.0k/262.1k; warn 209.7k reload 235.9k; provider 201.1k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 117.9s
Time: model 115.4s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 56t)
Config: changed; reload needed for permissions/settings
Turn: i 7.8k o 624 cache 193.3k est $0.0389; p≈1.9ktok/7.5kch
Ctx: est 125.0k/262.1k; warn 209.7k reload 235.9k; provider 201.1k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 123.7s
Time: model 121.2s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 56t)
Config: changed; reload needed for permissions/settings
Turn: i 7.8k o 624 cache 193.3k est $0.0389; p≈1.9ktok/7.5kch
Ctx: est 125.0k/262.1k; warn 209.7k reload 235.9k; provider 201.1k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 129.4s
Time: model 127.0s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 56t)
Config: changed; reload needed for permissions/settings
Turn: i 7.8k o 624 cache 193.3k est $0.0389; p≈1.9ktok/7.5kch
Ctx: est 125.0k/262.1k; warn 209.7k reload 235.9k; provider 201.1k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 135.3s
Time: model 132.8s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 56t)
Config: changed; reload needed for permissions/settings
Turn: i 7.8k o 624 cache 193.3k est $0.0389; p≈1.9ktok/7.5kch
Ctx: est 125.0k/262.1k; warn 209.7k reload 235.9k; provider 201.1k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 141.1s
Time: model 138.6s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 56t)
Config: changed; reload needed for permissions/settings
Turn: i 7.8k o 624 cache 193.3k est $0.0389; p≈1.9ktok/7.5kch
Ctx: est 125.0k/262.1k; warn 209.7k reload 235.9k; provider 201.1k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 146.9s
Time: model 144.4s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 56t)
Config: changed; reload needed for permissions/settings
Turn: i 7.8k o 624 cache 193.3k est $0.0389; p≈1.9ktok/7.5kch
Ctx: est 125.0k/262.1k; warn 209.7k reload 235.9k; provider 201.1k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 152.7s
Time: model 150.2s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 56t)
Config: changed; reload needed for permissions/settings
Turn: i 7.8k o 624 cache 193.3k est $0.0389; p≈1.9ktok/7.5kch
Ctx: est 125.0k/262.1k; warn 209.7k reload 235.9k; provider 201.1k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 158.5s
Time: model 156.0s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 56t)
Config: changed; reload needed for permissions/settings
Turn: i 7.8k o 624 cache 193.3k est $0.0389; p≈1.9ktok/7.5kch
Ctx: est 125.0k/262.1k; warn 209.7k reload 235.9k; provider 201.1k


* 🟡 Working
Stage: model running
Model: kimi-for-coding/k2p6
Elapsed: 164.3s
Time: model 161.8s, overhead 1.7s
Backend: ses_1b3d84859ffecGslGoK628KAh8 (since 05-21 22:08 CEST, 56t)
Config: changed; reload needed for permissions/settings
Turn: i 7.8k o 624 cache 193.3k est $0.0389; p≈1.9ktok/7.5kch
Ctx: est 125.0k/262.1k; warn 209.7k reload 235.9k; provider 201.1k