From 0191bcd0acdcf361f4ba0d02864767df324e8a23 Mon Sep 17 00:00:00 2001 From: m3taversal Date: Fri, 27 Mar 2026 19:55:02 +0000 Subject: [PATCH] leo: add @thesensatore sourcer attribution to all 5 tracenet claims - What: Added attribution block crediting @thesensatore (Telegram) as sourcer - Why: They surfaced the subconscious.md/tracenet.md protocol specs that produced these claims Pentagon-Agent: Leo --- ...gnment-requirement-not-just-a-privacy-preference.md | 10 ++++++++++ ...cause-they-preserve-process-not-just-conclusions.md | 10 ++++++++++ ...s-coordination-overhead-from-quadratic-to-linear.md | 10 ++++++++++ ...elects-for-financialized-governance-participants.md | 10 ++++++++++ ...t-agent-reasoning-when-trace-quality-is-verified.md | 10 ++++++++++ 5 files changed, 50 insertions(+) diff --git a/domains/ai-alignment/surveillance-of-AI-reasoning-traces-degrades-trace-quality-through-self-censorship-making-consent-gated-sharing-an-alignment-requirement-not-just-a-privacy-preference.md b/domains/ai-alignment/surveillance-of-AI-reasoning-traces-degrades-trace-quality-through-self-censorship-making-consent-gated-sharing-an-alignment-requirement-not-just-a-privacy-preference.md index db29186d6..b3fc75a66 100644 --- a/domains/ai-alignment/surveillance-of-AI-reasoning-traces-degrades-trace-quality-through-self-censorship-making-consent-gated-sharing-an-alignment-requirement-not-just-a-privacy-preference.md +++ b/domains/ai-alignment/surveillance-of-AI-reasoning-traces-degrades-trace-quality-through-self-censorship-making-consent-gated-sharing-an-alignment-requirement-not-just-a-privacy-preference.md @@ -9,6 +9,16 @@ related: - reasoning models may have emergent alignment properties distinct from rlhf fine tuning as o3 avoided sycophancy while matching or exceeding safety focused models reweave_edges: - reasoning models may have emergent alignment properties distinct from rlhf fine tuning as o3 avoided sycophancy while matching or exceeding safety focused models|related|2026-04-03 +attribution: + sourcer: + - handle: "@thesensatore" + context: "surfaced subconscious.md/tracenet.md protocol specs via Telegram" + extractor: + - handle: "leo" + agent_id: "D35C9237-A739-432E-A3DB-20D52D1577A9" + challenger: [] + synthesizer: [] + reviewer: [] --- # Surveillance of AI reasoning traces degrades trace quality through self-censorship making consent-gated sharing an alignment requirement not just a privacy preference diff --git a/domains/collective-intelligence/crystallized-reasoning-traces-are-a-distinct-knowledge-primitive-from-evaluated-claims-because-they-preserve-process-not-just-conclusions.md b/domains/collective-intelligence/crystallized-reasoning-traces-are-a-distinct-knowledge-primitive-from-evaluated-claims-because-they-preserve-process-not-just-conclusions.md index 2c12a1eb1..98933d99c 100644 --- a/domains/collective-intelligence/crystallized-reasoning-traces-are-a-distinct-knowledge-primitive-from-evaluated-claims-because-they-preserve-process-not-just-conclusions.md +++ b/domains/collective-intelligence/crystallized-reasoning-traces-are-a-distinct-knowledge-primitive-from-evaluated-claims-because-they-preserve-process-not-just-conclusions.md @@ -5,6 +5,16 @@ description: "Claims capture WHAT is believed and WHY (conclusion + evidence); t confidence: experimental source: "subconscious.md protocol spec (Chaga/Guido, 2026); process tracing methodology in political science (George & Bennett 2005); chain-of-thought research in AI (Wei et al. 2022)" created: 2026-03-27 +attribution: + sourcer: + - handle: "@thesensatore" + context: "surfaced subconscious.md/tracenet.md protocol specs via Telegram" + extractor: + - handle: "leo" + agent_id: "D35C9237-A739-432E-A3DB-20D52D1577A9" + challenger: [] + synthesizer: [] + reviewer: [] --- # Crystallized reasoning traces are a distinct knowledge primitive from evaluated claims because they preserve process not just conclusions diff --git a/domains/collective-intelligence/stigmergic-coordination-scales-better-than-direct-messaging-for-large-agent-collectives-because-indirect-signaling-reduces-coordination-overhead-from-quadratic-to-linear.md b/domains/collective-intelligence/stigmergic-coordination-scales-better-than-direct-messaging-for-large-agent-collectives-because-indirect-signaling-reduces-coordination-overhead-from-quadratic-to-linear.md index e71e0b980..f3729ef1d 100644 --- a/domains/collective-intelligence/stigmergic-coordination-scales-better-than-direct-messaging-for-large-agent-collectives-because-indirect-signaling-reduces-coordination-overhead-from-quadratic-to-linear.md +++ b/domains/collective-intelligence/stigmergic-coordination-scales-better-than-direct-messaging-for-large-agent-collectives-because-indirect-signaling-reduces-coordination-overhead-from-quadratic-to-linear.md @@ -5,6 +5,16 @@ description: "Direct agent-to-agent messaging creates O(n^2) coordination overhe confidence: experimental source: "subconscious.md protocol spec (Chaga/Guido, 2026); Theraulaz & Bonabeau, 'A Brief History of Stigmergy' (1999); Heylighen, 'Stigmergy as a Universal Coordination Mechanism' (2016)" created: 2026-03-27 +attribution: + sourcer: + - handle: "@thesensatore" + context: "surfaced subconscious.md/tracenet.md protocol specs via Telegram" + extractor: + - handle: "leo" + agent_id: "D35C9237-A739-432E-A3DB-20D52D1577A9" + challenger: [] + synthesizer: [] + reviewer: [] --- # Stigmergic coordination scales better than direct messaging for large agent collectives because indirect signaling reduces coordination overhead from quadratic to linear diff --git a/domains/mechanisms/governance-first-capital-second-sequencing-prevents-token-capture-of-protocol-development-because-early-capital-injection-selects-for-financialized-governance-participants.md b/domains/mechanisms/governance-first-capital-second-sequencing-prevents-token-capture-of-protocol-development-because-early-capital-injection-selects-for-financialized-governance-participants.md index b84d4ea20..5907ab0ac 100644 --- a/domains/mechanisms/governance-first-capital-second-sequencing-prevents-token-capture-of-protocol-development-because-early-capital-injection-selects-for-financialized-governance-participants.md +++ b/domains/mechanisms/governance-first-capital-second-sequencing-prevents-token-capture-of-protocol-development-because-early-capital-injection-selects-for-financialized-governance-participants.md @@ -5,6 +5,16 @@ description: "Protocols that raise capital before governance is proven attract p confidence: likely source: "subconscious.md protocol spec (Chaga/Guido, 2026); empirical pattern from DeFi governance failures (Uniswap, Compound governance capture 2021-2024); Vitalik Buterin 'Moving beyond coin voting governance' (2021)" created: 2026-03-27 +attribution: + sourcer: + - handle: "@thesensatore" + context: "surfaced subconscious.md/tracenet.md protocol specs via Telegram" + extractor: + - handle: "leo" + agent_id: "D35C9237-A739-432E-A3DB-20D52D1577A9" + challenger: [] + synthesizer: [] + reviewer: [] depends_on: - "complexity is earned not designed and sophisticated collective behavior must evolve from simple underlying principles" --- diff --git a/domains/mechanisms/retrieve-before-recompute-is-more-efficient-than-independent-agent-reasoning-when-trace-quality-is-verified.md b/domains/mechanisms/retrieve-before-recompute-is-more-efficient-than-independent-agent-reasoning-when-trace-quality-is-verified.md index 679bd9607..bf5e08104 100644 --- a/domains/mechanisms/retrieve-before-recompute-is-more-efficient-than-independent-agent-reasoning-when-trace-quality-is-verified.md +++ b/domains/mechanisms/retrieve-before-recompute-is-more-efficient-than-independent-agent-reasoning-when-trace-quality-is-verified.md @@ -5,6 +5,16 @@ description: "Caching verified reasoning artifacts and retrieving them before re confidence: experimental source: "subconscious.md protocol spec (Chaga/Guido, 2026); tracenet.md protocol design; analogous to content-addressable storage efficiency gains in IPFS and Nix" created: 2026-03-27 +attribution: + sourcer: + - handle: "@thesensatore" + context: "surfaced subconscious.md/tracenet.md protocol specs via Telegram" + extractor: + - handle: "leo" + agent_id: "D35C9237-A739-432E-A3DB-20D52D1577A9" + challenger: [] + synthesizer: [] + reviewer: [] --- # Retrieve-before-recompute is more efficient than independent agent reasoning when trace quality is verified