Catch up field brief, catalog Kimi K3, and wire live daily recurrence.

Add 2026-08-03 week catch-up brief with Kimi K3 as S1 strategic (collection deferred on ~1454 GiB vs 850 GiB soft quota), document recurrence ops, and add a workstation due-notice consumer cron helper. Production schedule was applied to railiance ConfigMap and Temporal (weekdays 07:30 Europe/Berlin).
2026-08-03 17:37:53 +02:00 · 2026-08-03 17:37:53 +02:00 · 70cbfe0c6c
commit 70cbfe0c6c
parent 441de11a3e
10 changed files with 389 additions and 38 deletions
--- a/.gitignore
+++ b/.gitignore
@ -162,3 +162,6 @@ cython_debug/
 #  option (not recommended) you can uncomment the following to ignore the entire idea folder.
 #.idea/

+
+# local consumer logs / notes
+.local/
--- a/SCOPE.md
+++ b/SCOPE.md
@ -91,14 +91,15 @@ Git holds briefs, schemas, policies, and catalog metadata. Model weight blobs st

 | Area | Status |
 | ---- | ------ |
-| Overall | **Operable lab** — foundation + daily rhythm + R-spine reserve (2026-07-28) |
+| Overall | **Operable lab** — foundation + **live** weekday brief schedule + R-spine reserve |
 | INTENT / SCOPE | Drafted |
 | Baseline survey | `research/2026-07-24-baseline-field-survey.md` |
-| Briefs | Playbook + briefs for 2026-07-24 and 2026-07-28 |
+| Briefs | 2026-07-24, 07-28, **08-03** (week catch-up); playbook + recurrence ops |
 | Backup storage | **VAULT HD** `D:\vault\coulomb\freedom-intelligence\`; soft quota 850 GiB |
-| Inventory | R verified (embeds, Qwen3-8B, R1-Distill-14B); S approved+deferred; W candidate |
+| Inventory | R verified; **Kimi K3** S1 approved+deferred (~1454 GiB); other S deferred; W candidate |
 | Reserve policy | Capability-first — not gated by current VRAM |
-| Activity-core | Definition **enabled**; ConfigMap entry; apply residual on railiance |
+| Activity-core | Definition **enabled on railiance**; Temporal schedule weekdays 07:30 Berlin |
+| Consumer | Workstation cron `consume-fi-brief-spawn.sh` 07:40 weekdays |
 | State Hub | Repo under **agents**; workplans finished + hub-indexed |
 | Workplans | FI-WP-0001…0003 **finished** |

--- a/activity-definitions/fi-daily-research-brief.md
+++ b/activity-definitions/fi-daily-research-brief.md
@ -53,17 +53,17 @@ action:
  labels: ["freedom-intelligence", "research-brief", "automated"]
 ```

-## Enable checklist (completed 2026-07-28)
+## Enable checklist

 1. [x] FI-WP-0002-T03 resolver live (`fi_brief_status` in activity-core)
 2. [x] FI-WP-0002-T04 external definition path registered
   - Local: `ACTIVITY_DEFINITION_DIRS` includes `/home/worsch/freedom-intelligence`
-   - Railiance: `actcore-external-activity-definitions` ConfigMap key
-     `fi-daily-research-brief.md` in `activity-core/k8s/railiance/20-runtime.yaml`
-3. [x] Completion event proven (`fi_daily_brief` for 2026-07-24; re-verified loop)
-4. [x] `enabled: true` / `status: active` in this frontmatter
+   - Railiance: ConfigMap `actcore-external-activity-definitions` key
+     `fi-daily-research-brief.md` (**applied live 2026-08-03**)
+3. [x] Completion event proven (`fi_daily_brief` 2026-07-24, 07-28, 08-03)
+4. [x] `enabled: true` / `status: active`
+5. [x] Temporal schedule live: `activity-schedule-3169ab1f-882b-59c7-9763-d014dc96f4fc`
+   (weekdays 07:30 Europe/Berlin; not paused; next fires from 2026-08-04)
+6. [x] Workstation consumer cron: `scripts/consume-fi-brief-spawn.sh` at 07:40

-**Ops residual:** apply ConfigMap on railiance when cluster is reachable and
-confirm Temporal schedule `activity-schedule-fi-daily-research-brief` (or
-equivalent id from sync). Workstation cannot dry-run spawn while k8s API is
-unreachable (2026-07-28).
+Ops: `docs/recurrence-ops.md`
--- a/briefs/2026/08/2026-08-03.md
+++ b/briefs/2026/08/2026-08-03.md
@ -0,0 +1,68 @@
+---
+date: 2026-08-03
+timezone: Europe/Berlin
+author: grok
+status: final
+sources_checked:
+  - research/2026-07-24-baseline-field-survey.md
+  - briefs/2026/07/2026-07-28.md
+  - public trackers (llm-stats, Artificial Analysis notes, HF moonshotai)
+  - huggingface.co/moonshotai/Kimi-K3
+---
+
+# Freedom Intelligence Daily Brief — 2026-08-03
+
+> **Week catch-up** from 2026-07-28 (recurring automation did not fire).  
+> Delta overview, not a full resurvey.
+
+## Headline deltas
+
+- **Kimi K3 open weights (Moonshot, ~Jul 27):** 2.8T MoE, ~1.45 TiB official tree, custom Kimi K3 License — currently **#1 open-weight** on several boards; primary strategic S1 candidate (storage exceeds 850 GiB soft quota as full tree).
+- **DeepSeek V4-Flash-0731 (Jul 31):** same cheap price/size class, large capability jump — strong open price-performance; revisit as mid-size S/W vs our R spine.
+- **Closed frontier churn:** Claude Fable 5 back after export pause; Claude Opus 5 / GPT-5.6 family / Grok 4.5 / Gemini Flash tiers all active in trackers.
+- **Lab:** FI daily brief still **due** since Jul 28 (only two prior events); R spine remains on VAULT; recurrence wiring resumed this session.
+- **Reserve action:** nominate `moonshotai/Kimi-K3` as S1 strategic with **collection deferred** pending capacity decision (full pull ≈1.45 TiB).
+
+## Frontier & commercial (axis A)
+
+| Item | Delta | Sources | Lab relevance |
+| ---- | ----- | ------- | ------------- |
+| Claude Fable 5 / Opus 5 | Fable restored; Opus competitive on coding/agentic | trackers / AA notes | Closed bar for harness evals via llm-connect |
+| GPT-5.6 Sol/Terra/Luna | GA; Luna deep discount end-Jul | OpenAI pricing notes | Budget routing tiers |
+| Grok 4.5 | Public coding-focused tier | xAI product notes | Compare agent coding bar |
+| Gemini 3.5/3.6 Flash class | Fast tiers shipping | Google product notes | Cheap closed automation |
+
+## Edge / local / open (axis B)
+
+| Item | Delta | Sources | Lab relevance |
+| ---- | ----- | ------- | ------------- |
+| **Kimi K3** | Best open general/agentic class; 2.8T / 1M ctx / vision | [HF moonshotai/Kimi-K3](https://huggingface.co/moonshotai/Kimi-K3) | S1 identity; **too large for 850 GiB soft quota** as full tree |
+| DeepSeek V4-Flash-0731 | Open MIT-class value leader after Jul 31 retrain | DeepSeek release trackers | Candidate later mid-tier collect |
+| GLM-5.2 | Still “hostable strong open” for many teams | trackers | Alternative S dense if we skip full K3 |
+| Qwen 3.7/3.8-class | Continued family updates | Alibaba trackers | Watch vs Qwen3-8B R default |
+
+## Training & specialization (axis C)
+
+*(none material for lab this window — no new FT stack displacement vs Unsloth/axolotl baseline)*
+
+## Harness & fleet (axis D)
+
+| Item | Delta | Sources | Lab relevance |
+| ---- | ----- | ------- | ------------- |
+| FI daily brief gap | No automated brief since 2026-07-28 | State Hub progress | Wire recurrence + consumer this session |
+| Agent swarm narrative (Kimi) | Product emphasis on multi-agent / long-horizon | Kimi product | Align axis D watchlist with K3 agent demos |
+
+## Collection candidates
+
+| id | org | name | priority | reason | approx size | license |
+| -- | --- | ---- | -------- | ------ | ----------- | ------- |
+| moonshotai__Kimi-K3__strategic | moonshotai | Kimi-K3 | high | S1 best open general/agentic; displace V3 as primary strategic identity | ~1454 GiB official | custom (Kimi K3 License) — review commercial thresholds |
+
+**Decision:** catalog + **defer download** until soft-quota / disk exception. Prefer official compressed if/when published under soft quota.
+
+## Lab implications
+
+- Keep R spine (Qwen3-8B, R1-Distill-14B, embeds) as daily local defaults.
+- Update strategic plan: S1 = Kimi K3 (identity), not only DeepSeek-V3.
+- Unblock weekday schedule on activity-core (ConfigMap apply + sync + schedule check).
+- Llama-3.2-3B still blocked on HF token (unchanged).
--- a/docs/daily-brief-playbook.md
+++ b/docs/daily-brief-playbook.md
@ -99,11 +99,12 @@ export ACTIVITY_DEFINITION_DIRS=/home/worsch/freedom-intelligence
 # then: make sync-activity-definitions  (with ACTCORE_DB_URL + stack)
 ```

-Production (railiance): either project
-`activity-definitions/fi-daily-research-brief.md` into ConfigMap
-`actcore-external-activity-definitions`, or mount a checkout under
-`ACTIVITY_DEFINITION_DIRS` (`/etc/activity-core/external-definitions`). Keep
-`enabled: false` until FI-WP-0002-T05 dry-run passes.
+Production (railiance): projected into ConfigMap
+`actcore-external-activity-definitions` key `fi-daily-research-brief.md`
+(**enabled 2026-08-03**; Temporal schedule weekdays 07:30 Europe/Berlin).
+
+Ops runbook: `docs/recurrence-ops.md`  
+Workstation due-notice cron: `scripts/consume-fi-brief-spawn.sh` (07:40 weekdays).

 ---

--- a/docs/recurrence-ops.md
+++ b/docs/recurrence-ops.md
@ -0,0 +1,98 @@
+# Freedom Intelligence daily brief — recurrence ops
+
+**Status:** production schedule wired 2026-08-03  
+**Definition:** `activity-definitions/fi-daily-research-brief.md`  
+**Playbook:** `docs/daily-brief-playbook.md`
+
+---
+
+## Architecture (live)
+
+```text
+Temporal schedule (railiance activity-core)
+  cron: 30 7 * * 1-5  Europe/Berlin
+  → fi_brief_status (state-hub)
+  → if due: activity_task_spawn (state-hub sink)
+  → workstation consumer notice (optional cron)
+  → operator/agent executes playbook in freedom-intelligence
+  → progress event fi_daily_brief  → next day due=false
+```
+
+| Piece | Where |
+| ----- | ----- |
+| Source of truth (def) | `freedom-intelligence/activity-definitions/fi-daily-research-brief.md` |
+| Production projection | ConfigMap `actcore-external-activity-definitions` key `fi-daily-research-brief.md` |
+| GitOps copy | `activity-core/k8s/railiance/20-runtime.yaml` (keep in sync) |
+| Resolver | activity-core `fi_brief_status` |
+| Sink | `ISSUE_SINK_TYPE=state-hub` → `activity_task_spawn` |
+| Consumer (workstation) | `scripts/consume-fi-brief-spawn.sh` (due notice; not auto-LLM) |
+
+---
+
+## Verify schedule
+
+```bash
+# Definition present + enabled on API
+kubectl -n activity-core exec deploy/actcore-api -- \
+  python3 -c "import urllib.request,json; d=json.loads(urllib.request.urlopen('http://localhost:8010/activity-definitions/').read());
+print([x for x in d if 'Freedom Intelligence' in (x.get('name') or '')])"
+
+# After def change: re-project ConfigMap then
+kubectl -n activity-core exec deploy/actcore-api -- \
+  python3 -c "import urllib.request; print(urllib.request.urlopen(urllib.request.Request('http://localhost:8010/admin/sync?definitions=true&schedules=true', method='POST')).read().decode())"
+```
+
+Schedule id pattern: `activity-schedule-<activity-definition-uuid>`.
+
+---
+
+## Workstation consumer (optional but recommended)
+
+After activity-core fires at 07:30, run a due-check on the workstation:
+
+```cron
+# crontab -e  (Europe/Berlin host clock or TZ=Europe/Berlin)
+40 7 * * 1-5  /home/worsch/freedom-intelligence/scripts/consume-fi-brief-spawn.sh
+```
+
+This writes `.local/consumer-logs/DUE-YYYY-MM-DD.txt` when a brief is still due.
+An agent session or operator then runs the playbook and posts `fi_daily_brief`.
+
+---
+
+## Manual one-shot (if schedule missed)
+
+```bash
+# Resolve activity id from API list, then:
+kubectl -n activity-core exec deploy/actcore-api -- \
+  python3 -c "import urllib.request; print(urllib.request.urlopen(urllib.request.Request('http://localhost:8010/activity-definitions/<id>/trigger', method='POST')).read().decode())"
+```
+
+Then execute playbook + post progress event.
+
+---
+
+## Update definition
+
+1. Edit `activity-definitions/fi-daily-research-brief.md` in this repo  
+2. Copy content into ConfigMap key (or re-apply from `activity-core` 20-runtime.yaml)  
+3. Wait for volume refresh (~30–90s)  
+4. `POST /admin/sync?definitions=true&schedules=true`  
+5. Commit both freedom-intelligence and activity-core if 20-runtime.yaml changed  
+
+---
+
+## Completion event (required)
+
+```yaml
+event_type: fi_daily_brief
+author: <agent-or-operator>
+summary: "FI daily brief YYYY-MM-DD"
+detail:
+  repo: freedom-intelligence
+  date: "YYYY-MM-DD"
+  path: "briefs/YYYY/MM/YYYY-MM-DD.md"
+  collection_candidates: <int>
+```
+
+API: `POST http://127.0.0.1:8000/progress/`
--- a/inventory/RESERVE-STATUS.md
+++ b/inventory/RESERVE-STATUS.md
@ -1,6 +1,6 @@
 # Open-weight reserve status

-**As of:** 2026-07-28  
+**As of:** 2026-08-03  
 **Store:** `/mnt/d/vault/coulomb/freedom-intelligence/` (`D:\vault\coulomb\freedom-intelligence\`)  
 **Soft quota:** 850 GiB · **Hard stop:** 920 GiB  

@ -10,15 +10,13 @@

 | Class | Count | Status mix |
 | ----- | ----: | ---------- |
-| Catalog entries | 12 | see table |
+| Catalog entries | 13 | + Kimi K3 S1 |
 | **verified** on disk | 4 | R embeds + Qwen3-8B + R1-Distill-14B |
-| **approved** (pull deferred) | S giants + Llama edge | capacity / HF gate |
+| **approved** (pull deferred) | S giants + Llama edge + **Kimi K3** | capacity / HF gate |
 | **candidate** (W) | 3 | headroom-gated |

 ### Disk use (model tree)

-Run: `du -sh /mnt/d/vault/coulomb/freedom-intelligence/models`
-
 | Path | Role | Approx |
 | ---- | ---- | ------ |
 | `models/nomic-ai__nomic-embed-text-v1.5/main` | R embed | ~0.5 GiB verified |
@ -26,26 +24,29 @@ Run: `du -sh /mnt/d/vault/coulomb/freedom-intelligence/models`
 | `models/Qwen__Qwen3-8B/main` | R instruct | ~15.3 GiB verified |
 | `models/deepseek-ai__DeepSeek-R1-Distill-Qwen-14B/main` | R reason | ~27.5 GiB verified |

-**~45 GiB** of soft 850 GiB used by verified R spine → **~800+ GiB** headroom for S.
+**~45 GiB** used → **~800+ GiB** soft-quota headroom (insufficient for full Kimi K3 ~1454 GiB).
+
+VAULT free (2026-08-03): ~1.7 TB free of 1.9 TB — full K3 would still dominate the volume and **violate soft quota**.

 ---

-## Decision matrix (2026-07-28)
+## Decision matrix (2026-08-03)

 | Id | Tier | Decision | Disk |
 | -- | ---- | -------- | ---- |
 | Qwen3-8B | R | **verified** | yes |
-| Llama-3.2-3B-Instruct | R | **approved** | deferred — HF gate (need token) |
+| Llama-3.2-3B-Instruct | R | **approved** | deferred — HF gate |
 | BGE-M3 | R | **verified** | yes |
 | R1-Distill-Qwen-14B | R | **verified** | yes |
 | nomic-embed-text-v1.5 | R | **verified** | yes |
-| DeepSeek-V3 | S1 | **approved**, **collection deferred** | no — capacity / compressed plan later |
-| DeepSeek-R1 full | S2 | **approved**, **collection deferred** | no — distill covers runnable reason |
-| Qwen3-72B | S4 | **approved**, **collection deferred** | no — after R; pick vs Llama-70B |
-| Llama-3.3-70B-Instruct | S4 | **approved**, **collection deferred** | no — gated + vs Qwen-72B |
-| Qwen3-14B | W | **remain candidate** | no |
-| R1-Distill-32B | W | **remain candidate** | no |
-| bge-reranker-v2-m3 | W | **remain candidate** | no |
+| **Kimi-K3** | **S1** | **approved**, **collection deferred** | no — ~1454 GiB > soft quota |
+| DeepSeek-V3 | S1→secondary | **approved**, deferred | no — K3 is primary open SOTA identity |
+| DeepSeek-R1 full | S2 | **approved**, deferred | no |
+| Qwen3-72B | S4 | **approved**, deferred | no |
+| Llama-3.3-70B-Instruct | S4 | **approved**, deferred | no |
+| Qwen3-14B | W | candidate | no |
+| R1-Distill-32B | W | candidate | no |
+| bge-reranker-v2-m3 | W | candidate | no |

 ---

@ -57,15 +58,16 @@ Run: `du -sh /mnt/d/vault/coulomb/freedom-intelligence/models`
 | Edge micro-agent | Llama-3.2-3B blocked on HF auth |
 | Multilingual RAG embed | **Covered** (BGE-M3 + nomic) |
 | Local reason | **Covered** (R1-Distill-14B) |
-| Frontier-open general MoE offline | Deferred S1 (V3 class) |
+| Frontier-open general MoE offline | **Cataloged** Kimi K3 — pull blocked on capacity |
 | Full open reasoner MoE | Deferred S2 |

 ---

 ## Next pulls (operator)

-1. Set `HF_TOKEN` and pull Llama-3.2-3B-Instruct.  
-2. Reassess soft quota; pick **one** of Qwen3-72B vs Llama-3.3-70B before any S1 giant.  
-3. For S1/S2: prefer **official compressed** distributions under soft quota.
+1. **Capacity decision for Kimi K3** (raise soft quota / dedicate disk / official compressed only).  
+2. Set `HF_TOKEN` and pull Llama-3.2-3B-Instruct.  
+3. Optional S4: one of Qwen3-72B vs Llama-3.3-70B under remaining quota.  
+4. DeepSeek V4-Flash-0731 as mid open value candidate (catalog later if desired).

 Tool: `scripts/collect_model.py` (weights-only, sequential, writes `MANIFEST.json`).
--- a/inventory/catalog/moonshotaiKimi-K3strategic.yaml
+++ b/inventory/catalog/moonshotaiKimi-K3strategic.yaml
@ -0,0 +1,104 @@
+id: moonshotai__Kimi-K3__strategic
+status: approved
+name: Kimi-K3
+org: moonshotai
+source:
+  kind: huggingface
+  url: https://huggingface.co/moonshotai/Kimi-K3
+  revision: main
+  model_card_url: https://huggingface.co/moonshotai/Kimi-K3
+  project_url: https://www.kimi.com/
+  paper_url: https://huggingface.co/papers/2607.24653
+license:
+  spdx: LicenseRef-Kimi-K3
+  url: https://huggingface.co/moonshotai/Kimi-K3
+  allows_offline_retention: true
+  allows_local_ops: true
+  allows_fine_tune: true
+  notes: >
+    Custom Kimi K3 License (not plain MIT/Apache). Review commercial SaaS
+    revenue thresholds and attribution before external product embedding.
+    Confirm card text at pin time.
+profile:
+  summary: "S1 open frontier MoE (2.8T) — best open general/agentic class mid-2026."
+  original_source: https://huggingface.co/moonshotai/Kimi-K3
+  use_cases:
+    - "Long-horizon coding and agent workflows (offline optionality)"
+    - "Strategic reserve if closed APIs are unavailable or restricted"
+    - "Future multi-GPU / training-facility inference when hardware catches up"
+    - "Capability baseline against closed frontier for daily briefs"
+    - "Native vision + 1M-context knowledge work (when runnable)"
+  sweet_spots:
+    - "Top open-weight intelligence class after Jul 2026 weight release"
+    - "Agentic / coding / long-context open MoE identity"
+    - "Displaces prior S1 DeepSeek-V3 as primary open general target"
+  not_ideal_for:
+    - "Current single-GPU or small multi-GPU lab serve (far beyond run envelope)"
+    - "Fitting under 850 GiB soft quota at full precision (~1.45 TiB tree)"
+    - "Casual always-on chat (use R spine)"
+  capability_notes: >
+    Moonshot Kimi K3: ~2.8T total MoE parameters, sparse activation (~16/896
+    experts), Kimi Delta Attention + Attention Residuals, native multimodal,
+    ~1M context. Official HF tree measured ~1454 GiB (96 shards). Collection
+    deferred until capacity exception or official compressed distribution.
+swot:
+  strengths:
+    - "Leading open-weight general/agentic capability at release"
+    - "Open weights enable true offline retention optionality"
+    - "Strong coding / long-horizon / vision narrative"
+  weaknesses:
+    - "Disk footprint (~1.45 TiB) exceeds current soft quota and most lab GPUs"
+    - "Custom license with commercial thresholds"
+    - "Serve cost multi-node enterprise class"
+  opportunities:
+    - "Hold identity in catalog; pull compressed later if published"
+    - "Anchor daily briefs / evals against open SOTA"
+    - "Displace V3 as primary S1 when space allows"
+  threats:
+    - "Quota: full pull blocks all other S niches on VAULT"
+    - "Rapid supersession by K3.x or peer open giants"
+    - "Third-party quant quality variance if forced to unofficial packs"
+size:
+  total_bytes: 1560998984390
+  total_human: "~1454 GiB official HF tree (measured 2026-08-03); compressed TBD"
+hardware_class:
+  min_vram_gb_q4: 0
+  min_vram_gb_fp16: 0
+  notes: "Beyond current lab run envelope (multi-node). Strategic reserve only."
+axes: [A, B, C, D]
+priority: high
+collection:
+  approved_by: "bernd"
+  approved_at: "2026-08-03"
+  downloaded_at: null
+  downloaded_by: ""
+  storage_path: ""
+  brief_refs:
+    - briefs/2026/08/2026-08-03.md
+    - research/2026-07-24-nas-strategic-collection-plan.md
+    - docs/decisions/2026-07-24-nas-strategic-reserve.md
+reason: >
+  S1 strategic — best open-weight general/agentic model class after Jul 2026
+  release; keep capability identity even though full tree exceeds soft quota.
+tags: [tier-s, strategic, beyond-run-envelope, moe, general, vision, kimi, s1]
+companions: []
+notes: >
+  Do not bulk-download full tree under 850 GiB soft quota. Prefer official
+  compressed if/when available. Revisit capacity exception with operator.
+history:
+  - at: "2026-08-03"
+    event: nominated
+    by: grok
+    detail: "Week catch-up brief — Kimi K3 open weights Jul 27 as new open SOTA."
+  - at: "2026-08-03"
+    event: approved
+    by: bernd
+    detail: "Operator direction: catalog and plan; collection deferred on capacity."
+  - at: "2026-08-03"
+    event: collection_deferred
+    by: grok
+    detail: "Official tree ~1454 GiB > soft quota 850 GiB; await capacity decision or compressed release."
+  - at: "2026-08-03"
+    event: profile_swot_added
+    by: grok
+    detail: "schema 0.2 profile + SWOT."
--- a/research/2026-07-24-nas-strategic-collection-plan.md
+++ b/research/2026-07-24-nas-strategic-collection-plan.md
@ -36,7 +36,7 @@ hundreds of GiB–TB.

 | Priority | Capability niche | Representative targets (verify current HF id + license at pull) | Size class (order of magnitude) |
 | -------- | ---------------- | ---------------------------------------------------------------- | -------------------------------- |
-| **S1** | Best open general / MoE chat | DeepSeek-V3 / V3.2 / V4-class open MoE (latest card) | ~300–700+ GiB depending on quant/precision |
+| **S1** | Best open general / MoE chat | **Kimi K3** (`moonshotai/Kimi-K3`, Jul 2026) — primary; DeepSeek-V3/V4 secondary | K3 full ~1454 GiB (exceeds 850 GiB soft quota — capacity decision); V3/V4 class hundreds of GiB quant |
 | **S2** | Best open reasoner | DeepSeek-R1 full (or successor open reasoner) | similar large |
 | **S3** | Best open coding / SWE open weight | Top open code MoE or dense (e.g. GLM-5.x open, Qwen coder large — pick current SOTA open) | tens–hundreds GiB |
 | **S4** | Strong open dense mid-large | Qwen3-72B or Llama 3.3 70B / Llama 4 open text variant | ~40–150 GiB quant / larger fp |
--- a/scripts/consume-fi-brief-spawn.sh
+++ b/scripts/consume-fi-brief-spawn.sh
@ -0,0 +1,74 @@
+#!/usr/bin/env bash
+# Workstation consumer for FI daily research brief spawns.
+#
+# activity-core emits activity_task_spawn (state-hub sink) with
+# target_repo=freedom-intelligence. This script:
+#   1) checks fi_brief_status due (or open spawn)
+#   2) reminds operator / runs playbook path
+#   3) does NOT invent brief content — open a session with the playbook
+#
+# Schedule suggestion (Europe/Berlin, after 07:30 spawn):
+#   40 7 * * 1-5  /home/worsch/freedom-intelligence/scripts/consume-fi-brief-spawn.sh
+#
+# Env:
+#   STATE_HUB_URL   default http://127.0.0.1:8000
+#   FI_REPO         default /home/worsch/freedom-intelligence
+
+set -euo pipefail
+
+STATE_HUB_URL="${STATE_HUB_URL:-http://127.0.0.1:8000}"
+FI_REPO="${FI_REPO:-/home/worsch/freedom-intelligence}"
+LOG_DIR="${FI_REPO}/.local/consumer-logs"
+mkdir -p "$LOG_DIR"
+log="$LOG_DIR/$(date +%Y-%m-%d).log"
+
+{
+  echo "=== $(date -Is) consume-fi-brief-spawn ==="
+  # Prefer activity-core resolver if available; else raw progress heuristic
+  due_json=""
+  if command -v uv >/dev/null 2>&1 && [[ -d /home/worsch/activity-core ]]; then
+    due_json="$(
+      cd /home/worsch/activity-core &&
+      STATE_HUB_URL="$STATE_HUB_URL" uv run python -c "
+from activity_core.context_resolvers.state_hub import _fi_brief_status
+import json
+print(json.dumps(_fi_brief_status({'repo': 'freedom-intelligence'}), default=str))
+" 2>/dev/null || true
+    )"
+  fi
+
+  if [[ -z "$due_json" ]]; then
+    echo "WARN: could not query fi_brief_status; check STATE_HUB_URL=$STATE_HUB_URL"
+    exit 0
+  fi
+
+  echo "status: $due_json"
+  due="$(python3 -c "import json,sys; d=json.loads(sys.argv[1]); print(d['items'][0]['due'])" "$due_json")"
+  date_s="$(python3 -c "import json,sys; d=json.loads(sys.argv[1]); print(d['items'][0]['date'])" "$due_json")"
+
+  if [[ "$due" != "True" && "$due" != "true" ]]; then
+    echo "not due for $date_s — exit"
+    exit 0
+  fi
+
+  y="${date_s:0:4}"
+  m="${date_s:5:2}"
+  brief_path="$FI_REPO/briefs/$y/$m/$date_s.md"
+  echo "DUE: produce brief at $brief_path"
+  echo "Playbook: $FI_REPO/docs/daily-brief-playbook.md"
+  echo "On completion POST event_type=fi_daily_brief detail.repo=freedom-intelligence detail.date=$date_s"
+
+  # Non-interactive marker for operators / agents
+  notice="$LOG_DIR/DUE-$date_s.txt"
+  cat >"$notice" <<EOF
+FI daily research brief is DUE for $date_s.
+
+1. cd $FI_REPO
+2. Follow docs/daily-brief-playbook.md
+3. Write $brief_path
+4. Post State Hub progress event fi_daily_brief
+
+Spawn consumer ran at $(date -Is).
+EOF
+  echo "wrote $notice"
+} | tee -a "$log"