From 164ae02929894f0f0037c5c05d9b04282238a2f5 Mon Sep 17 00:00:00 2001
From: m3taversal <m3taversal@gmail.com>
Date: Thu, 5 Mar 2026 21:09:39 +0000
Subject: [PATCH 01/13] Auto: 3 files |  3 files changed, 3 insertions(+)

---
 ops/sessions/20260305-204323.json | 1 +
 ops/sessions/20260305-204453.json | 1 +
 ops/sessions/20260305-210839.json | 1 +
 3 files changed, 3 insertions(+)
 create mode 100644 ops/sessions/20260305-204323.json
 create mode 100644 ops/sessions/20260305-204453.json
 create mode 100644 ops/sessions/20260305-210839.json

diff --git a/ops/sessions/20260305-204323.json b/ops/sessions/20260305-204323.json
new file mode 100644
index 0000000..1467843
--- /dev/null
+++ b/ops/sessions/20260305-204323.json
@@ -0,0 +1 @@
+{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T20:43:23Z", "status": "completed"}
diff --git a/ops/sessions/20260305-204453.json b/ops/sessions/20260305-204453.json
new file mode 100644
index 0000000..4c6c1ab
--- /dev/null
+++ b/ops/sessions/20260305-204453.json
@@ -0,0 +1 @@
+{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T20:44:53Z", "status": "completed"}
diff --git a/ops/sessions/20260305-210839.json b/ops/sessions/20260305-210839.json
new file mode 100644
index 0000000..6637a8f
--- /dev/null
+++ b/ops/sessions/20260305-210839.json
@@ -0,0 +1 @@
+{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:08:39Z", "status": "completed"}
-- 
2.45.2


From a8d7bc5e853f83c788ce06b9b761a70842eb151a Mon Sep 17 00:00:00 2001
From: m3taversal <m3taversal@gmail.com>
Date: Thu, 5 Mar 2026 21:23:16 +0000
Subject: [PATCH 02/13] Auto: 6 files |  6 files changed, 14 insertions(+)

---
 agents/leo/skills.md              | 9 +++++++++
 ops/sessions/20260305-211052.json | 1 +
 ops/sessions/20260305-211636.json | 1 +
 ops/sessions/20260305-211725.json | 1 +
 ops/sessions/20260305-211736.json | 1 +
 ops/sessions/20260305-211837.json | 1 +
 6 files changed, 14 insertions(+)
 create mode 100644 ops/sessions/20260305-211052.json
 create mode 100644 ops/sessions/20260305-211636.json
 create mode 100644 ops/sessions/20260305-211725.json
 create mode 100644 ops/sessions/20260305-211736.json
 create mode 100644 ops/sessions/20260305-211837.json

diff --git a/agents/leo/skills.md b/agents/leo/skills.md
index 1f9f13b..543cca1 100644
--- a/agents/leo/skills.md
+++ b/agents/leo/skills.md
@@ -43,6 +43,15 @@ Adjudicate mixed evaluation results, synthesize agent disagreements, maintain qu
 **Outputs:** Merge/reject decision with reasoning, identification of what type of disagreement (factual vs perspective), research assignments when more evidence is needed
 **References:** Governed by [[evaluate]] skill — every rejection explains which criteria failed, every mixed vote gets Leo synthesis
 
+**Rejection criteria** (reject only when one of these holds):
+1. Fails the claim test — not specific enough to disagree with
+2. Evidence doesn't support the claim — confidence miscalibrated or cited evidence doesn't back the argument
+3. Semantic duplicate — the insight already exists in the knowledge base
+4. No value add — true but trivial, doesn't generate insight
+5. Unfixable contradiction — contradicts existing claim without acknowledging or arguing against it
+
+**Self-monitoring:** If rejection rate exceeds ~20% over a rolling window of 10+ PRs, investigate calibration or proposer guidance.
+
 ## 6. Conflict Resolution Between Agents
 
 When agents disagree on shared claims or cross-domain positions, synthesize the disagreement into useful information.
diff --git a/ops/sessions/20260305-211052.json b/ops/sessions/20260305-211052.json
new file mode 100644
index 0000000..2ebed07
--- /dev/null
+++ b/ops/sessions/20260305-211052.json
@@ -0,0 +1 @@
+{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:10:52Z", "status": "completed"}
diff --git a/ops/sessions/20260305-211636.json b/ops/sessions/20260305-211636.json
new file mode 100644
index 0000000..e0b21c4
--- /dev/null
+++ b/ops/sessions/20260305-211636.json
@@ -0,0 +1 @@
+{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:16:36Z", "status": "completed"}
diff --git a/ops/sessions/20260305-211725.json b/ops/sessions/20260305-211725.json
new file mode 100644
index 0000000..5ff9b09
--- /dev/null
+++ b/ops/sessions/20260305-211725.json
@@ -0,0 +1 @@
+{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:17:25Z", "status": "completed"}
diff --git a/ops/sessions/20260305-211736.json b/ops/sessions/20260305-211736.json
new file mode 100644
index 0000000..797afcc
--- /dev/null
+++ b/ops/sessions/20260305-211736.json
@@ -0,0 +1 @@
+{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:17:36Z", "status": "completed"}
diff --git a/ops/sessions/20260305-211837.json b/ops/sessions/20260305-211837.json
new file mode 100644
index 0000000..d527afd
--- /dev/null
+++ b/ops/sessions/20260305-211837.json
@@ -0,0 +1 @@
+{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:18:37Z", "status": "completed"}
-- 
2.45.2


From 4f01dbdaeaf0f4cbde098543fd97dfd825780f1a Mon Sep 17 00:00:00 2001
From: m3taversal <m3taversal@gmail.com>
Date: Thu, 5 Mar 2026 21:28:39 +0000
Subject: [PATCH 03/13] Auto: ops/sessions/20260305-212440.json |  1 file
 changed, 1 insertion(+)

---
 ops/sessions/20260305-212440.json | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 ops/sessions/20260305-212440.json

diff --git a/ops/sessions/20260305-212440.json b/ops/sessions/20260305-212440.json
new file mode 100644
index 0000000..b709f79
--- /dev/null
+++ b/ops/sessions/20260305-212440.json
@@ -0,0 +1 @@
+{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:24:40Z", "status": "completed"}
-- 
2.45.2


From e11538d22e8d0121aeecb23aab302b5d1f546335 Mon Sep 17 00:00:00 2001
From: m3taversal <m3taversal@gmail.com>
Date: Thu, 5 Mar 2026 21:43:48 +0000
Subject: [PATCH 04/13] Auto: 2 files |  2 files changed, 2 insertions(+)

---
 ops/sessions/20260305-212845.json | 1 +
 ops/sessions/20260305-213002.json | 1 +
 2 files changed, 2 insertions(+)
 create mode 100644 ops/sessions/20260305-212845.json
 create mode 100644 ops/sessions/20260305-213002.json

diff --git a/ops/sessions/20260305-212845.json b/ops/sessions/20260305-212845.json
new file mode 100644
index 0000000..c9ffa4a
--- /dev/null
+++ b/ops/sessions/20260305-212845.json
@@ -0,0 +1 @@
+{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:28:45Z", "status": "completed"}
diff --git a/ops/sessions/20260305-213002.json b/ops/sessions/20260305-213002.json
new file mode 100644
index 0000000..7b3dec7
--- /dev/null
+++ b/ops/sessions/20260305-213002.json
@@ -0,0 +1 @@
+{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:30:02Z", "status": "completed"}
-- 
2.45.2


From bf755e1c1e1152d15cd7da758d2effc54198c151 Mon Sep 17 00:00:00 2001
From: m3taversal <m3taversal@gmail.com>
Date: Thu, 5 Mar 2026 21:55:59 +0000
Subject: [PATCH 05/13] Auto: 3 files |  3 files changed, 3 insertions(+)

---
 ops/sessions/20260305-214603.json | 1 +
 ops/sessions/20260305-214955.json | 1 +
 ops/sessions/20260305-215051.json | 1 +
 3 files changed, 3 insertions(+)
 create mode 100644 ops/sessions/20260305-214603.json
 create mode 100644 ops/sessions/20260305-214955.json
 create mode 100644 ops/sessions/20260305-215051.json

diff --git a/ops/sessions/20260305-214603.json b/ops/sessions/20260305-214603.json
new file mode 100644
index 0000000..fa6711c
--- /dev/null
+++ b/ops/sessions/20260305-214603.json
@@ -0,0 +1 @@
+{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:46:03Z", "status": "completed"}
diff --git a/ops/sessions/20260305-214955.json b/ops/sessions/20260305-214955.json
new file mode 100644
index 0000000..56a8a9b
--- /dev/null
+++ b/ops/sessions/20260305-214955.json
@@ -0,0 +1 @@
+{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:49:55Z", "status": "completed"}
diff --git a/ops/sessions/20260305-215051.json b/ops/sessions/20260305-215051.json
new file mode 100644
index 0000000..d32ea2f
--- /dev/null
+++ b/ops/sessions/20260305-215051.json
@@ -0,0 +1 @@
+{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:50:51Z", "status": "completed"}
-- 
2.45.2


From 2a57c3f6dd55bc94d2aba9f3c2bbf03d5be3bd34 Mon Sep 17 00:00:00 2001
From: m3taversal <m3taversal@gmail.com>
Date: Thu, 5 Mar 2026 22:49:14 +0000
Subject: [PATCH 06/13] Auto: 3 files |  3 files changed, 3 insertions(+)

---
 ops/sessions/20260305-215835.json | 1 +
 ops/sessions/20260305-224640.json | 1 +
 ops/sessions/20260305-224743.json | 1 +
 3 files changed, 3 insertions(+)
 create mode 100644 ops/sessions/20260305-215835.json
 create mode 100644 ops/sessions/20260305-224640.json
 create mode 100644 ops/sessions/20260305-224743.json

diff --git a/ops/sessions/20260305-215835.json b/ops/sessions/20260305-215835.json
new file mode 100644
index 0000000..477719e
--- /dev/null
+++ b/ops/sessions/20260305-215835.json
@@ -0,0 +1 @@
+{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:58:35Z", "status": "completed"}
diff --git a/ops/sessions/20260305-224640.json b/ops/sessions/20260305-224640.json
new file mode 100644
index 0000000..ee6269f
--- /dev/null
+++ b/ops/sessions/20260305-224640.json
@@ -0,0 +1 @@
+{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T22:46:40Z", "status": "completed"}
diff --git a/ops/sessions/20260305-224743.json b/ops/sessions/20260305-224743.json
new file mode 100644
index 0000000..b7f47c2
--- /dev/null
+++ b/ops/sessions/20260305-224743.json
@@ -0,0 +1 @@
+{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T22:47:43Z", "status": "completed"}
-- 
2.45.2


From 9abc8e2debe2d2dcbf2c40070d9c9abb0d668c93 Mon Sep 17 00:00:00 2001
From: m3taversal <m3taversal@gmail.com>
Date: Thu, 5 Mar 2026 23:15:45 +0000
Subject: [PATCH 07/13] =?UTF-8?q?leo:=20process=20fixes=20=E2=80=94=20.git?=
 =?UTF-8?q?ignore=20sessions,=20document=20inbox/archive/?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

- Add ops/sessions/ to .gitignore (stop auto-commit noise)
- Add inbox/archive/ to CLAUDE.md repo structure (legitimize Rio's source archive pattern)
- Remove tracked session files from index

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 .gitignore                        | 1 +
 CLAUDE.md                         | 2 ++
 ops/sessions/20260305-193015.json | 1 -
 ops/sessions/20260305-193022.json | 1 -
 ops/sessions/20260305-193031.json | 1 -
 ops/sessions/20260305-193037.json | 1 -
 ops/sessions/20260305-193046.json | 1 -
 ops/sessions/20260305-193454.json | 1 -
 ops/sessions/20260305-193516.json | 1 -
 ops/sessions/20260305-193650.json | 1 -
 ops/sessions/20260305-193941.json | 1 -
 ops/sessions/20260305-194624.json | 1 -
 ops/sessions/20260305-194634.json | 1 -
 ops/sessions/20260305-195024.json | 1 -
 ops/sessions/20260305-195108.json | 1 -
 ops/sessions/20260305-195439.json | 1 -
 ops/sessions/20260305-195640.json | 1 -
 ops/sessions/20260305-200729.json | 1 -
 ops/sessions/20260305-200840.json | 1 -
 ops/sessions/20260305-200904.json | 1 -
 ops/sessions/20260305-201457.json | 1 -
 ops/sessions/20260305-202238.json | 1 -
 ops/sessions/20260305-202415.json | 1 -
 ops/sessions/20260305-204323.json | 1 -
 ops/sessions/20260305-204453.json | 1 -
 ops/sessions/20260305-204800.json | 1 -
 ops/sessions/20260305-205248.json | 1 -
 ops/sessions/20260305-210244.json | 1 -
 ops/sessions/20260305-210334.json | 1 -
 ops/sessions/20260305-210343.json | 1 -
 ops/sessions/20260305-210450.json | 1 -
 ops/sessions/20260305-210839.json | 1 -
 ops/sessions/20260305-211014.json | 1 -
 ops/sessions/20260305-211018.json | 1 -
 ops/sessions/20260305-211052.json | 1 -
 ops/sessions/20260305-211636.json | 1 -
 ops/sessions/20260305-211725.json | 1 -
 ops/sessions/20260305-211736.json | 1 -
 ops/sessions/20260305-211824.json | 1 -
 ops/sessions/20260305-211837.json | 1 -
 ops/sessions/20260305-212341.json | 1 -
 ops/sessions/20260305-212440.json | 1 -
 ops/sessions/20260305-212845.json | 1 -
 ops/sessions/20260305-212854.json | 1 -
 ops/sessions/20260305-213002.json | 1 -
 ops/sessions/20260305-213258.json | 1 -
 ops/sessions/20260305-213339.json | 1 -
 ops/sessions/20260305-213442.json | 1 -
 ops/sessions/20260305-213748.json | 1 -
 ops/sessions/20260305-214603.json | 1 -
 ops/sessions/20260305-214955.json | 1 -
 ops/sessions/20260305-215051.json | 1 -
 ops/sessions/20260305-215835.json | 1 -
 ops/sessions/20260305-224640.json | 1 -
 ops/sessions/20260305-224743.json | 1 -
 55 files changed, 3 insertions(+), 53 deletions(-)
 delete mode 100644 ops/sessions/20260305-193015.json
 delete mode 100644 ops/sessions/20260305-193022.json
 delete mode 100644 ops/sessions/20260305-193031.json
 delete mode 100644 ops/sessions/20260305-193037.json
 delete mode 100644 ops/sessions/20260305-193046.json
 delete mode 100644 ops/sessions/20260305-193454.json
 delete mode 100644 ops/sessions/20260305-193516.json
 delete mode 100644 ops/sessions/20260305-193650.json
 delete mode 100644 ops/sessions/20260305-193941.json
 delete mode 100644 ops/sessions/20260305-194624.json
 delete mode 100644 ops/sessions/20260305-194634.json
 delete mode 100644 ops/sessions/20260305-195024.json
 delete mode 100644 ops/sessions/20260305-195108.json
 delete mode 100644 ops/sessions/20260305-195439.json
 delete mode 100644 ops/sessions/20260305-195640.json
 delete mode 100644 ops/sessions/20260305-200729.json
 delete mode 100644 ops/sessions/20260305-200840.json
 delete mode 100644 ops/sessions/20260305-200904.json
 delete mode 100644 ops/sessions/20260305-201457.json
 delete mode 100644 ops/sessions/20260305-202238.json
 delete mode 100644 ops/sessions/20260305-202415.json
 delete mode 100644 ops/sessions/20260305-204323.json
 delete mode 100644 ops/sessions/20260305-204453.json
 delete mode 100644 ops/sessions/20260305-204800.json
 delete mode 100644 ops/sessions/20260305-205248.json
 delete mode 100644 ops/sessions/20260305-210244.json
 delete mode 100644 ops/sessions/20260305-210334.json
 delete mode 100644 ops/sessions/20260305-210343.json
 delete mode 100644 ops/sessions/20260305-210450.json
 delete mode 100644 ops/sessions/20260305-210839.json
 delete mode 100644 ops/sessions/20260305-211014.json
 delete mode 100644 ops/sessions/20260305-211018.json
 delete mode 100644 ops/sessions/20260305-211052.json
 delete mode 100644 ops/sessions/20260305-211636.json
 delete mode 100644 ops/sessions/20260305-211725.json
 delete mode 100644 ops/sessions/20260305-211736.json
 delete mode 100644 ops/sessions/20260305-211824.json
 delete mode 100644 ops/sessions/20260305-211837.json
 delete mode 100644 ops/sessions/20260305-212341.json
 delete mode 100644 ops/sessions/20260305-212440.json
 delete mode 100644 ops/sessions/20260305-212845.json
 delete mode 100644 ops/sessions/20260305-212854.json
 delete mode 100644 ops/sessions/20260305-213002.json
 delete mode 100644 ops/sessions/20260305-213258.json
 delete mode 100644 ops/sessions/20260305-213339.json
 delete mode 100644 ops/sessions/20260305-213442.json
 delete mode 100644 ops/sessions/20260305-213748.json
 delete mode 100644 ops/sessions/20260305-214603.json
 delete mode 100644 ops/sessions/20260305-214955.json
 delete mode 100644 ops/sessions/20260305-215051.json
 delete mode 100644 ops/sessions/20260305-215835.json
 delete mode 100644 ops/sessions/20260305-224640.json
 delete mode 100644 ops/sessions/20260305-224743.json

diff --git a/.gitignore b/.gitignore
index 8b978ac..6eba7d4 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,2 +1,3 @@
 .DS_Store
 *.DS_Store
+ops/sessions/
diff --git a/CLAUDE.md b/CLAUDE.md
index e986178..1c7016f 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -40,6 +40,8 @@ teleo-codex/
 │   ├── claim.md
 │   ├── belief.md
 │   └── position.md
+├── inbox/                        # Source material pipeline
+│   └── archive/                  # Processed sources (tweets, articles) with YAML frontmatter
 ├── skills/                       # Shared operational skills
 │   ├── extract.md
 │   ├── evaluate.md
diff --git a/ops/sessions/20260305-193015.json b/ops/sessions/20260305-193015.json
deleted file mode 100644
index 1820b0b..0000000
--- a/ops/sessions/20260305-193015.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "4ee6c75b-1263-4859-acb5-4babbe8079d8", "ended": "2026-03-05T19:30:15Z", "status": "completed"}
diff --git a/ops/sessions/20260305-193022.json b/ops/sessions/20260305-193022.json
deleted file mode 100644
index 987ccbf..0000000
--- a/ops/sessions/20260305-193022.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "4ee6c75b-1263-4859-acb5-4babbe8079d8", "ended": "2026-03-05T19:30:22Z", "status": "completed"}
diff --git a/ops/sessions/20260305-193031.json b/ops/sessions/20260305-193031.json
deleted file mode 100644
index b737b83..0000000
--- a/ops/sessions/20260305-193031.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "4ee6c75b-1263-4859-acb5-4babbe8079d8", "ended": "2026-03-05T19:30:31Z", "status": "completed"}
diff --git a/ops/sessions/20260305-193037.json b/ops/sessions/20260305-193037.json
deleted file mode 100644
index 807f42d..0000000
--- a/ops/sessions/20260305-193037.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "4ee6c75b-1263-4859-acb5-4babbe8079d8", "ended": "2026-03-05T19:30:37Z", "status": "completed"}
diff --git a/ops/sessions/20260305-193046.json b/ops/sessions/20260305-193046.json
deleted file mode 100644
index 3117813..0000000
--- a/ops/sessions/20260305-193046.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "4ee6c75b-1263-4859-acb5-4babbe8079d8", "ended": "2026-03-05T19:30:46Z", "status": "completed"}
diff --git a/ops/sessions/20260305-193454.json b/ops/sessions/20260305-193454.json
deleted file mode 100644
index f83696c..0000000
--- a/ops/sessions/20260305-193454.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "4ee6c75b-1263-4859-acb5-4babbe8079d8", "ended": "2026-03-05T19:34:54Z", "status": "completed"}
diff --git a/ops/sessions/20260305-193516.json b/ops/sessions/20260305-193516.json
deleted file mode 100644
index 352b97f..0000000
--- a/ops/sessions/20260305-193516.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "4ee6c75b-1263-4859-acb5-4babbe8079d8", "ended": "2026-03-05T19:35:16Z", "status": "completed"}
diff --git a/ops/sessions/20260305-193650.json b/ops/sessions/20260305-193650.json
deleted file mode 100644
index 0288f20..0000000
--- a/ops/sessions/20260305-193650.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "4ee6c75b-1263-4859-acb5-4babbe8079d8", "ended": "2026-03-05T19:36:50Z", "status": "completed"}
diff --git a/ops/sessions/20260305-193941.json b/ops/sessions/20260305-193941.json
deleted file mode 100644
index a20ca0e..0000000
--- a/ops/sessions/20260305-193941.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "4ee6c75b-1263-4859-acb5-4babbe8079d8", "ended": "2026-03-05T19:39:41Z", "status": "completed"}
diff --git a/ops/sessions/20260305-194624.json b/ops/sessions/20260305-194624.json
deleted file mode 100644
index 7a2e34d..0000000
--- a/ops/sessions/20260305-194624.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "4ee6c75b-1263-4859-acb5-4babbe8079d8", "ended": "2026-03-05T19:46:24Z", "status": "completed"}
diff --git a/ops/sessions/20260305-194634.json b/ops/sessions/20260305-194634.json
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-{"id": "4ee6c75b-1263-4859-acb5-4babbe8079d8", "ended": "2026-03-05T20:07:29Z", "status": "completed"}
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diff --git a/ops/sessions/20260305-200904.json b/ops/sessions/20260305-200904.json
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diff --git a/ops/sessions/20260305-204800.json b/ops/sessions/20260305-204800.json
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index ff08bb3..0000000
--- a/ops/sessions/20260305-205248.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "2ea8dbcb-a29b-43e8-b726-45e571a1f3c8", "ended": "2026-03-05T20:52:48Z", "status": "completed"}
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+++ /dev/null
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-{"id": "2ea8dbcb-a29b-43e8-b726-45e571a1f3c8", "ended": "2026-03-05T21:02:44Z", "status": "completed"}
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-{"id": "2ea8dbcb-a29b-43e8-b726-45e571a1f3c8", "ended": "2026-03-05T21:03:34Z", "status": "completed"}
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-{"id": "2ea8dbcb-a29b-43e8-b726-45e571a1f3c8", "ended": "2026-03-05T21:03:43Z", "status": "completed"}
diff --git a/ops/sessions/20260305-210450.json b/ops/sessions/20260305-210450.json
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index ab66d3b..0000000
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+++ /dev/null
@@ -1 +0,0 @@
-{"id": "2ea8dbcb-a29b-43e8-b726-45e571a1f3c8", "ended": "2026-03-05T21:04:50Z", "status": "completed"}
diff --git a/ops/sessions/20260305-210839.json b/ops/sessions/20260305-210839.json
deleted file mode 100644
index 6637a8f..0000000
--- a/ops/sessions/20260305-210839.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:08:39Z", "status": "completed"}
diff --git a/ops/sessions/20260305-211014.json b/ops/sessions/20260305-211014.json
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--- a/ops/sessions/20260305-211014.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "2ea8dbcb-a29b-43e8-b726-45e571a1f3c8", "ended": "2026-03-05T21:10:14Z", "status": "completed"}
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--- a/ops/sessions/20260305-211018.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "2ea8dbcb-a29b-43e8-b726-45e571a1f3c8", "ended": "2026-03-05T21:10:18Z", "status": "completed"}
diff --git a/ops/sessions/20260305-211052.json b/ops/sessions/20260305-211052.json
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index 2ebed07..0000000
--- a/ops/sessions/20260305-211052.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:10:52Z", "status": "completed"}
diff --git a/ops/sessions/20260305-211636.json b/ops/sessions/20260305-211636.json
deleted file mode 100644
index e0b21c4..0000000
--- a/ops/sessions/20260305-211636.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:16:36Z", "status": "completed"}
diff --git a/ops/sessions/20260305-211725.json b/ops/sessions/20260305-211725.json
deleted file mode 100644
index 5ff9b09..0000000
--- a/ops/sessions/20260305-211725.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:17:25Z", "status": "completed"}
diff --git a/ops/sessions/20260305-211736.json b/ops/sessions/20260305-211736.json
deleted file mode 100644
index 797afcc..0000000
--- a/ops/sessions/20260305-211736.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:17:36Z", "status": "completed"}
diff --git a/ops/sessions/20260305-211824.json b/ops/sessions/20260305-211824.json
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index ef9fdb2..0000000
--- a/ops/sessions/20260305-211824.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "2ea8dbcb-a29b-43e8-b726-45e571a1f3c8", "ended": "2026-03-05T21:18:24Z", "status": "completed"}
diff --git a/ops/sessions/20260305-211837.json b/ops/sessions/20260305-211837.json
deleted file mode 100644
index d527afd..0000000
--- a/ops/sessions/20260305-211837.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:18:37Z", "status": "completed"}
diff --git a/ops/sessions/20260305-212341.json b/ops/sessions/20260305-212341.json
deleted file mode 100644
index 947fc8d..0000000
--- a/ops/sessions/20260305-212341.json
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@@ -1 +0,0 @@
-{"id": "2ea8dbcb-a29b-43e8-b726-45e571a1f3c8", "ended": "2026-03-05T21:23:41Z", "status": "completed"}
diff --git a/ops/sessions/20260305-212440.json b/ops/sessions/20260305-212440.json
deleted file mode 100644
index b709f79..0000000
--- a/ops/sessions/20260305-212440.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:24:40Z", "status": "completed"}
diff --git a/ops/sessions/20260305-212845.json b/ops/sessions/20260305-212845.json
deleted file mode 100644
index c9ffa4a..0000000
--- a/ops/sessions/20260305-212845.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:28:45Z", "status": "completed"}
diff --git a/ops/sessions/20260305-212854.json b/ops/sessions/20260305-212854.json
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index b8eff69..0000000
--- a/ops/sessions/20260305-212854.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "2ea8dbcb-a29b-43e8-b726-45e571a1f3c8", "ended": "2026-03-05T21:28:54Z", "status": "completed"}
diff --git a/ops/sessions/20260305-213002.json b/ops/sessions/20260305-213002.json
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+++ /dev/null
@@ -1 +0,0 @@
-{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:30:02Z", "status": "completed"}
diff --git a/ops/sessions/20260305-213258.json b/ops/sessions/20260305-213258.json
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index 31705a8..0000000
--- a/ops/sessions/20260305-213258.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "2ea8dbcb-a29b-43e8-b726-45e571a1f3c8", "ended": "2026-03-05T21:32:58Z", "status": "completed"}
diff --git a/ops/sessions/20260305-213339.json b/ops/sessions/20260305-213339.json
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@@ -1 +0,0 @@
-{"id": "2ea8dbcb-a29b-43e8-b726-45e571a1f3c8", "ended": "2026-03-05T21:33:39Z", "status": "completed"}
diff --git a/ops/sessions/20260305-213442.json b/ops/sessions/20260305-213442.json
deleted file mode 100644
index c47859a..0000000
--- a/ops/sessions/20260305-213442.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "2ea8dbcb-a29b-43e8-b726-45e571a1f3c8", "ended": "2026-03-05T21:34:42Z", "status": "completed"}
diff --git a/ops/sessions/20260305-213748.json b/ops/sessions/20260305-213748.json
deleted file mode 100644
index 9a4282a..0000000
--- a/ops/sessions/20260305-213748.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "2ea8dbcb-a29b-43e8-b726-45e571a1f3c8", "ended": "2026-03-05T21:37:48Z", "status": "completed"}
diff --git a/ops/sessions/20260305-214603.json b/ops/sessions/20260305-214603.json
deleted file mode 100644
index fa6711c..0000000
--- a/ops/sessions/20260305-214603.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:46:03Z", "status": "completed"}
diff --git a/ops/sessions/20260305-214955.json b/ops/sessions/20260305-214955.json
deleted file mode 100644
index 56a8a9b..0000000
--- a/ops/sessions/20260305-214955.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:49:55Z", "status": "completed"}
diff --git a/ops/sessions/20260305-215051.json b/ops/sessions/20260305-215051.json
deleted file mode 100644
index d32ea2f..0000000
--- a/ops/sessions/20260305-215051.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:50:51Z", "status": "completed"}
diff --git a/ops/sessions/20260305-215835.json b/ops/sessions/20260305-215835.json
deleted file mode 100644
index 477719e..0000000
--- a/ops/sessions/20260305-215835.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T21:58:35Z", "status": "completed"}
diff --git a/ops/sessions/20260305-224640.json b/ops/sessions/20260305-224640.json
deleted file mode 100644
index ee6269f..0000000
--- a/ops/sessions/20260305-224640.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T22:46:40Z", "status": "completed"}
diff --git a/ops/sessions/20260305-224743.json b/ops/sessions/20260305-224743.json
deleted file mode 100644
index b7f47c2..0000000
--- a/ops/sessions/20260305-224743.json
+++ /dev/null
@@ -1 +0,0 @@
-{"id": "76fb9bca-cc16-4479-b3e5-25a3769b3d7e", "ended": "2026-03-05T22:47:43Z", "status": "completed"}
-- 
2.45.2


From 9657e87f9a1745ec4ccf951c43531057f57610e7 Mon Sep 17 00:00:00 2001
From: m3taversal <m3taversal@gmail.com>
Date: Thu, 5 Mar 2026 23:23:21 +0000
Subject: [PATCH 08/13] Auto: ops/sessions/20260305-232155.json |  1 file
 changed, 1 insertion(+)

---
 ops/sessions/20260305-232155.json | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 ops/sessions/20260305-232155.json

diff --git a/ops/sessions/20260305-232155.json b/ops/sessions/20260305-232155.json
new file mode 100644
index 0000000..991585d
--- /dev/null
+++ b/ops/sessions/20260305-232155.json
@@ -0,0 +1 @@
+{"id": "2ea8dbcb-a29b-43e8-b726-45e571a1f3c8", "ended": "2026-03-05T23:21:55Z", "status": "completed"}
-- 
2.45.2


From d1adb9591a822abc2f0c0cbc7632426f859d793f Mon Sep 17 00:00:00 2001
From: m3taversal <m3taversal@gmail.com>
Date: Thu, 5 Mar 2026 23:25:18 +0000
Subject: [PATCH 09/13] Auto: ops/sessions/20260305-232328.json |  1 file
 changed, 1 insertion(+)

---
 ops/sessions/20260305-232328.json | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 ops/sessions/20260305-232328.json

diff --git a/ops/sessions/20260305-232328.json b/ops/sessions/20260305-232328.json
new file mode 100644
index 0000000..ddad9b2
--- /dev/null
+++ b/ops/sessions/20260305-232328.json
@@ -0,0 +1 @@
+{"id": "2ea8dbcb-a29b-43e8-b726-45e571a1f3c8", "ended": "2026-03-05T23:23:28Z", "status": "completed"}
-- 
2.45.2


From 6fb798895e7e7ce4a403de9e51a3922673cc4814 Mon Sep 17 00:00:00 2001
From: m3taversal <m3taversal@gmail.com>
Date: Thu, 5 Mar 2026 23:33:59 +0000
Subject: [PATCH 10/13] rio: upgrade Skill 8 from On-Chain Research to Source
 Ingestion & Claim Extraction
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

- What: Replace narrow on-chain discovery skill with full source ingestion pipeline that reflects actual workflow developed across 5 batches (15 claims, 23 archives)
- Why: Source Ingestion is Rio's most-used capability and wasn't documented. The old Skill 8 was a subset of what this actually involves — fetching, analyzing against KB, archiving, extracting claims with multi-sided challenges, PR workflow
- Connections: References extract and evaluate shared skills, epistemology framework

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 agents/rio/skills.md | 22 +++++++++++++++++-----
 1 file changed, 17 insertions(+), 5 deletions(-)

diff --git a/agents/rio/skills.md b/agents/rio/skills.md
index 432ebe9..09482c9 100644
--- a/agents/rio/skills.md
+++ b/agents/rio/skills.md
@@ -58,13 +58,25 @@ Analyze competitive positioning within a market segment — launchpad tier, AMM
 **Outputs:** Tier stratification, mechanism comparison matrix, moat analysis per player, attractor state trajectory assessment
 **References:** [[Solana launchpad ecosystem has stratified into three tiers with speculation infrastructure dominating volume while MetaDAOs governance-first model offers the only bundled legal entity plus futarchy plus treasury protection]]
 
-## 8. On-Chain Market Research & Discovery
+## 8. Source Ingestion & Claim Extraction
 
-Search X, Futard.io, on-chain data, and expert accounts for new claims in internet finance.
+Process research materials (articles, tweets, PDFs, threads, reports) into knowledge base artifacts. The full pipeline: fetch source content, analyze against existing claims and beliefs in memory, archive the source, extract new claims or identify enrichments to existing claims, check for duplicates and contradictions, and propose via PR for Leo's review.
 
-**Inputs:** Keywords, expert accounts, time window, on-chain events to monitor
-**Outputs:** Candidate claims with source attribution, relevance assessment, duplicate check against existing knowledge base
-**References:** [[Internet finance is an industry transition from traditional finance where the attractor state replaces intermediaries with programmable coordination and market-tested governance]]
+**Inputs:** Source URL(s), PDF, or pasted text — articles, tweets, research reports, macro analysis, on-chain data, expert commentary. Can handle contested sources by archiving as linked sets with diverging perspectives.
+**Outputs:**
+- Archive markdown in `inbox/archive/` with YAML frontmatter (type, source, url, date, tags including `rio`, linked_set if applicable)
+- New claim files in `domains/internet-finance/` with proper schema (prose-as-title, description, confidence, source, depends_on, challenged_by)
+- Enrichments to existing claims (new evidence, updated challenged_by, cross-references)
+- Belief challenge flags when new evidence contradicts active beliefs
+- PR with reasoning for Leo's review, message to Leo via Pentagon
+**Process:**
+1. Fetch and read source completely before extracting
+2. Check against existing KB: duplicates, contradictions, extensions, belief implications
+3. Archive source to `inbox/archive/` (naming: `YYYY-MM-DD-author-slug.md`)
+4. Extract claims — each specific enough to disagree with, evidence inline, confidence calibrated
+5. For contested topics, structure claims as mechanism disagreements with multi-sided challenged_by sections
+6. Create branch (BEFORE writing files), commit, push, open PR, message Leo
+**References:** [[evaluate]] skill, [[extract]] skill, [[epistemology]] four-layer framework
 
 ## 9. Knowledge Proposal
 
-- 
2.45.2


From fe35ffbae5f62bfdba9a6992b350b51509718496 Mon Sep 17 00:00:00 2001
From: m3taversal <m3taversal@gmail.com>
Date: Thu, 5 Mar 2026 23:45:20 +0000
Subject: [PATCH 11/13] Auto:
 inbox/archive/2026-03-03-pineanalytics-metadao-q4-2025-quarterly-report.md | 
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diff --git a/inbox/archive/2026-03-03-pineanalytics-metadao-q4-2025-quarterly-report.md b/inbox/archive/2026-03-03-pineanalytics-metadao-q4-2025-quarterly-report.md
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+---
+type: archive
+source: "Pine Analytics (@PineAnalytics)"
+url: https://x.com/PineAnalytics/status/2028683377251942707
+date: 2026-03-03
+tags: [rio, metadao, futarchy, quarterly-report, financial-data]
+---
+
+# MetaDAO Q4 2025 Quarterly Report — Pine Analytics
+
+First independent financial analysis of MetaDAO. Published on Substack via X thread.
+
+## Key Financials
+
+- **Revenue:** $2.51M protocol fees (54% Futarchy AMM, 46% Meteora LP) — first operating income ever
+- **Cost of revenue:** ~12% of fee revenue (R&D and contract labor for pool operations)
+- **Other income:** $2.2M, ~83% unrealized gains on protocol-owned META/USDC liquidity — "reflexive and difficult-to-repeat"
+- **Operating expenses:** Up 50% QoQ — contract labor scaling for ICO activity
+- **Total equity:** $4M → $16.5M (driven by token sale + appreciation + operating income)
+- **Cash event:** $10M raised via futarchy-approved OTC sale of up to 2M META tokens
+- **Quarterly burn:** ~$783K → 15+ quarters runway
+
+## ICO Activity
+
+- **Q4:** 6 launches, $18.7M total volume (up from 1 launch, $1.1M in Q3)
+- **Proposal volume:** $3.6M (up from $205K in Q3)
+- Post-ICO token performance catalyzed demand for successive offerings
+- "Each successive raise saw somewhat less excitement than the one before" — momentum decay within the quarter
+
+## Ecosystem Growth
+
+- Futarchy protocols: 2 → 8
+- Total futarchy marketcap: $219M
+- Non-META futarchy marketcap: $69M
+- Net appreciation: $40.7M beyond initial capital deployment
+
+## Competitive Context
+
+- **Crypto marketcap:** Declined from $4T to $2.98T (-25%)
+- **Pump.fun:** Tokenization dropped 40%
+- **Fear & Greed Index:** Fell to 62
+- **Metaplex Genesis:** 3 launches, $5.4M (down from 5 launches, $7.53M prior quarter)
+- **MetaDAO outperformance:** "suggests the protocol is capturing share of a shrinking pie rather than simply riding market tailwinds"
+
+## Risk Factors
+
+- "ICO demand and fee revenue are highly correlated with broader market sentiment"
+- Revenue concentration among 6 launches — sustainability risk from deal flow lumpiness
+- $2.2M other income is mostly unrealized gains — non-recurring
+- Operating expenses scaling 50% QoQ as headcount grows
+
+## Connections to Knowledge Base
+
+- Directly enriches [[MetaDAO is the futarchy launchpad on Solana]] — Q4 data already partially captured, this adds competitive comparison and risk factors
+- Competitive outperformance in down market strengthens Position #4 (MetaDAO captures majority of Solana launches by 2027)
+- Revenue composition (54% AMM / 46% Meteora) is new — the Futarchy AMM as revenue generator
+- "Capturing share of a shrinking pie" validates attractor state thesis — the transition happens regardless of macro conditions
-- 
2.45.2


From 92b3e789e4c21b2b9944a027ce4fc51fed1d03dc Mon Sep 17 00:00:00 2001
From: m3taversal <m3taversal@gmail.com>
Date: Thu, 5 Mar 2026 23:45:32 +0000
Subject: [PATCH 12/13] Auto:
 inbox/archive/2026-03-05-pineanalytics-futardio-launch-metrics.md |  1 file
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 ...5-pineanalytics-futardio-launch-metrics.md | 35 +++++++++++++++++++
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diff --git a/inbox/archive/2026-03-05-pineanalytics-futardio-launch-metrics.md b/inbox/archive/2026-03-05-pineanalytics-futardio-launch-metrics.md
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+---
+type: archive
+source: "Pine Analytics (@PineAnalytics)"
+url: https://x.com/PineAnalytics/status/2029616320015159504
+date: 2026-03-05
+tags: [rio, metadao, futarchy, futardio, permissionless-launches]
+---
+
+# Futard.io Launch Metrics (First 2 Days) — Pine Analytics
+
+First analytics on futard.io's permissionless launch platform, MetaDAO's unbranded arm for open token launches.
+
+## Key Metrics (first ~2 days)
+
+- **34 ICOs created** — permissionless, anyone can launch
+- **$15.6M in deposits** from 929 wallets
+- **2 DAOs reached funding thresholds** — successfully funded and launched
+
+## Behavioral Observation
+
+"People are reluctant to be the first to put money into these raises" — first-mover hesitancy. Deposits follow momentum once someone else commits first. This maps directly to the coordination/liquidity chicken-and-egg problem identified in the futarchy adoption friction claim.
+
+## What This Means
+
+- 34 ICOs in 2 days vs 6 curated launches all of Q4 2025 — permissionless unlocks massive supply of launch attempts
+- But only 2/34 (5.9%) reached funding thresholds — high failure rate is expected and healthy for a permissionless system
+- $15.6M deposits across 929 wallets = ~$16.8K average deposit per wallet — meaningful capital, not just spam
+- The brand separation strategy (futard.io vs MetaDAO) is live and functioning — failed launches don't damage MetaDAO brand
+
+## Connections to Knowledge Base
+
+- Validates [[futarchy-governed permissionless launches require brand separation to manage reputational liability]] — the separation is working as designed
+- Enriches [[futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements]] — first-mover hesitancy is a new friction dimension
+- Strengthens Position #4 — if 34 ICOs in 2 days becomes steady state, MetaDAO/futard.io ecosystem dominates Solana launch volume by sheer throughput
+- The 5.9% success rate creates a quality filter through market mechanism — only projects that attract genuine capital survive
-- 
2.45.2


From 86f61e341b25447408777c43d4c6c7cdfc465376 Mon Sep 17 00:00:00 2001
From: m3taversal <m3taversal@gmail.com>
Date: Thu, 5 Mar 2026 23:46:47 +0000
Subject: [PATCH 13/13] rio: enrich MetaDAO launchpad claim + adoption friction
 + Position #4 with Pine Analytics Q4 data and futard.io launch metrics

- What: Added competitive outperformance data (MetaDAO 6/$18.7M vs Metaplex 3/$5.4M in -25% market), futard.io first 2 days (34 ICOs, $15.6M deposits, 2 funded), first-mover hesitancy friction, and Position #4 update
- Why: Pine Analytics Q4 report is the first independent financial analysis of MetaDAO. Futard.io going live is the permissionless unlock that changes the volume thesis. "Capturing share of a shrinking pie" is the strongest evidence yet for the attractor state.
- Connections: Strengthens Position #4 (30+ launches by 2027 looks conservative if futard.io throughput sustains), adds new friction dimension to adoption claim

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
---
 ...ptures majority of solana token launches by end of 2027.md | 4 ++++
 ...reating the first platform for ownership coins at scale.md | 4 ++++
 ...ychology proposal complexity and liquidity requirements.md | 2 ++
 3 files changed, 10 insertions(+)

diff --git a/agents/rio/positions/metadao futarchy launchpad captures majority of solana token launches by end of 2027.md b/agents/rio/positions/metadao futarchy launchpad captures majority of solana token launches by end of 2027.md
index f6c846f..fae0a13 100644
--- a/agents/rio/positions/metadao futarchy launchpad captures majority of solana token launches by end of 2027.md	
+++ b/agents/rio/positions/metadao futarchy launchpad captures majority of solana token launches by end of 2027.md	
@@ -24,6 +24,10 @@ MetaDAO's unruggable ICO model solves it through mechanism, not promise. Since [
 
 The Q4 2025 numbers show the inflection: 6 ICOs launched, $18.7M total volume, expansion from 2 to 8 futarchy protocols, $219M total futarchy marketcap. Fee revenue hit $2.51M -- first-ever operating income. The flywheel is turning: more launches attract more traders, more traders deepen futarchy markets, deeper markets make governance more accurate, better governance attracts more projects.
 
+**Competitive divergence (Q4 2025).** MetaDAO delivered 6 launches/$18.7M while crypto marketcap fell 25%, Pump.fun tokenization dropped 40%, and Metaplex Genesis managed only 3 launches/$5.4M. Pine Analytics: "capturing share of a shrinking pie rather than simply riding market tailwinds." This is the strongest signal that MetaDAO's structural advantage (anti-extraction) is driving selection, not just macro sentiment.
+
+**Permissionless unlock (futard.io, Mar 2026).** 34 ICOs in the first 2 days, $15.6M deposits from 929 wallets, 2 DAOs funded. The 5.9% success rate is the market mechanism filtering — only projects attracting genuine capital survive. If this throughput sustains, the 30+ launches target for 2027 is conservative. However, first-mover hesitancy ("people are reluctant to be the first to put money in") is a real friction that may limit conversion rate. The curated (MetaDAO) + permissionless (futard.io) two-tier model addresses different market segments simultaneously.
+
 The competitive moat is the governance infrastructure itself. Since [[MetaDAOs Cayman SPC houses all launched projects as ring-fenced SegCos under a single entity with MetaDAO LLC as sole Director]], switching costs are structural -- the legal chassis, the futarchy tooling, the MetaLeX automated entity formation. This is not a frontend that can be forked.
 
 ## Reasoning Chain
diff --git a/domains/internet-finance/MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale.md b/domains/internet-finance/MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale.md
index 3c03d1f..2997e45 100644
--- a/domains/internet-finance/MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale.md	
+++ b/domains/internet-finance/MetaDAO is the futarchy launchpad on Solana where projects raise capital through unruggable ICOs governed by conditional markets creating the first platform for ownership coins at scale.md	
@@ -50,6 +50,10 @@ Raises include: Ranger ($6M minimum, uncapped), Solomon ($102.9M committed, $8M
 
 **Feb 2026 ecosystem update (metaproph3t "Learning, Fast").** $36M treasury value. $48M in launched project market cap. Three buyback proposals executed (Paystream Labs, Ranger Finance, Turbine Cash). Hurupay attempted $3-6M raise but attracted only ~$900k in real demand — the gap between committed ($2M) and real demand reveals a commitment-to-conversion problem. Mint Governor smart contract in audit for dynamic performance-based token minting.
 
+**Competitive outperformance (Q4 2025).** MetaDAO's Q4 performance diverged sharply from the broader market. Crypto marketcap fell 25% ($4T → $2.98T), Pump.fun tokenization dropped 40%, and Fear & Greed Index fell to 62. Competing launchpad Metaplex Genesis managed only 3 launches raising $5.4M (down from 5/$7.53M). MetaDAO delivered 6 launches/$18.7M — "capturing share of a shrinking pie rather than simply riding market tailwinds" (Pine Analytics Q4 Report). Non-META futarchy marketcap reached $69M with net appreciation of $40.7M beyond initial capital deployment. Revenue split: 54% Futarchy AMM, 46% Meteora LP.
+
+**Permissionless launches (futard.io, live Mar 2026).** In its first 2 days, futard.io saw 34 ICOs created, $15.6M in deposits from 929 wallets, and 2 DAOs reaching funding thresholds. The 5.9% success rate (2/34) is the market mechanism acting as quality filter — only projects attracting genuine capital survive. This is 34 launch attempts in 2 days vs 6 curated launches in all of Q4 — permissionless unlocks massive throughput. Pine Analytics noted "people are reluctant to be the first to put money into these raises" — first-mover hesitancy is a coordination problem that brand separation doesn't solve but the market mechanism eventually clears.
+
 **Treasury deployment (Mar 2026).** @oxranga proposed formation of a DAO treasury subcommittee with $150k legal/compliance budget as staged path to deploy the DAO treasury — the first concrete governance proposal to operationalize treasury management with institutional scaffolding.
 
 **MetaLeX partnership.** Since [[MetaLex BORG structure provides automated legal entity formation for futarchy-governed investment vehicles through Cayman SPC segregated portfolios with on-chain representation]], the go-forward infrastructure automates entity creation. MetaLeX services are "recommended and configured as default" but not mandatory. Economics: $150K advance + 7% of platform fees for 3 years per BORG.
diff --git a/domains/internet-finance/futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md b/domains/internet-finance/futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md
index 2079d63..4187bbf 100644
--- a/domains/internet-finance/futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md	
+++ b/domains/internet-finance/futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md	
@@ -18,6 +18,8 @@ Liquidity requirements create capital barriers that exclude smaller participants
 
 The Hurupay raise on MetaDAO (Feb 2026) provides direct evidence of these compounding frictions. The project attempted a $3-6M raise, attracted $2M in nominal commitments, but only ~$900k materialized as real demand. The commitment-to-real-demand gap reveals a new dimension of the liquidity barrier: participants commit to futarchy-governed raises at a higher rate than they actually fund them, suggesting that proposal complexity and capital lockup requirements create a "commitment theater" where expressed interest exceeds genuine willingness to deploy capital under futarchic conditions.
 
+**Futard.io first-mover hesitancy (Mar 2026).** Pine Analytics observed that on futard.io's permissionless launches, "people are reluctant to be the first to put money into these raises" — deposits follow momentum once someone else commits first. This is a new friction dimension beyond the three already identified: even when proposal creation is permissionless and token prices are accessible, the coordination problem of who commits first remains. Only 2 of 34 ICOs (5.9%) reached funding thresholds in the first 2 days. The pattern suggests that permissionless launch infrastructure solves the supply-side friction (anyone can create) but not the demand-side friction (who goes first). This may be solvable through seeding mechanisms, commitment bonuses, or reputation systems — but it's a real constraint on permissionless futarchy adoption at scale.
+
 Yet [[MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions]] suggests these barriers might be solvable through better tooling, token splits, and proposal templates rather than fundamental mechanism changes. The observation that [[optimal governance requires mixing mechanisms because different decisions have different manipulation risk profiles]] implies futarchy could focus on high-stakes decisions where the benefits justify the complexity.
 
 ---
-- 
2.45.2