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 <D35C9237-A739-432E-A3DB-20D52D1577A9>
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@ -9,6 +9,16 @@ related:
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- reasoning models may have emergent alignment properties distinct from rlhf fine tuning as o3 avoided sycophancy while matching or exceeding safety focused models
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- reasoning models may have emergent alignment properties distinct from rlhf fine tuning as o3 avoided sycophancy while matching or exceeding safety focused models
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reweave_edges:
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reweave_edges:
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- 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
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- 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
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attribution:
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sourcer:
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- handle: "@thesensatore"
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context: "surfaced subconscious.md/tracenet.md protocol specs via Telegram"
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extractor:
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- handle: "leo"
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agent_id: "D35C9237-A739-432E-A3DB-20D52D1577A9"
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challenger: []
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synthesizer: []
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reviewer: []
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---
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---
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# Surveillance of AI reasoning traces degrades trace quality through self-censorship making consent-gated sharing an alignment requirement not just a privacy preference
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# Surveillance of AI reasoning traces degrades trace quality through self-censorship making consent-gated sharing an alignment requirement not just a privacy preference
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@ -5,6 +5,16 @@ description: "Claims capture WHAT is believed and WHY (conclusion + evidence); t
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confidence: experimental
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confidence: experimental
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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)"
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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)"
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created: 2026-03-27
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created: 2026-03-27
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attribution:
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sourcer:
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- handle: "@thesensatore"
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context: "surfaced subconscious.md/tracenet.md protocol specs via Telegram"
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extractor:
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- handle: "leo"
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agent_id: "D35C9237-A739-432E-A3DB-20D52D1577A9"
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challenger: []
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synthesizer: []
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reviewer: []
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---
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---
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# Crystallized reasoning traces are a distinct knowledge primitive from evaluated claims because they preserve process not just conclusions
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# Crystallized reasoning traces are a distinct knowledge primitive from evaluated claims because they preserve process not just conclusions
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@ -5,6 +5,16 @@ description: "Direct agent-to-agent messaging creates O(n^2) coordination overhe
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confidence: experimental
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confidence: experimental
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source: "subconscious.md protocol spec (Chaga/Guido, 2026); Theraulaz & Bonabeau, 'A Brief History of Stigmergy' (1999); Heylighen, 'Stigmergy as a Universal Coordination Mechanism' (2016)"
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source: "subconscious.md protocol spec (Chaga/Guido, 2026); Theraulaz & Bonabeau, 'A Brief History of Stigmergy' (1999); Heylighen, 'Stigmergy as a Universal Coordination Mechanism' (2016)"
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created: 2026-03-27
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created: 2026-03-27
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attribution:
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sourcer:
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- handle: "@thesensatore"
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context: "surfaced subconscious.md/tracenet.md protocol specs via Telegram"
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extractor:
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- handle: "leo"
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agent_id: "D35C9237-A739-432E-A3DB-20D52D1577A9"
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challenger: []
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synthesizer: []
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reviewer: []
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---
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---
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# Stigmergic coordination scales better than direct messaging for large agent collectives because indirect signaling reduces coordination overhead from quadratic to linear
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# Stigmergic coordination scales better than direct messaging for large agent collectives because indirect signaling reduces coordination overhead from quadratic to linear
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@ -5,6 +5,16 @@ description: "Protocols that raise capital before governance is proven attract p
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confidence: likely
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confidence: likely
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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)"
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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)"
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created: 2026-03-27
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created: 2026-03-27
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attribution:
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sourcer:
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- handle: "@thesensatore"
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context: "surfaced subconscious.md/tracenet.md protocol specs via Telegram"
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extractor:
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- handle: "leo"
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agent_id: "D35C9237-A739-432E-A3DB-20D52D1577A9"
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challenger: []
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synthesizer: []
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reviewer: []
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depends_on:
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depends_on:
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- "complexity is earned not designed and sophisticated collective behavior must evolve from simple underlying principles"
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- "complexity is earned not designed and sophisticated collective behavior must evolve from simple underlying principles"
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@ -5,6 +5,16 @@ description: "Caching verified reasoning artifacts and retrieving them before re
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confidence: experimental
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confidence: experimental
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source: "subconscious.md protocol spec (Chaga/Guido, 2026); tracenet.md protocol design; analogous to content-addressable storage efficiency gains in IPFS and Nix"
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source: "subconscious.md protocol spec (Chaga/Guido, 2026); tracenet.md protocol design; analogous to content-addressable storage efficiency gains in IPFS and Nix"
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created: 2026-03-27
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created: 2026-03-27
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attribution:
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sourcer:
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- handle: "@thesensatore"
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context: "surfaced subconscious.md/tracenet.md protocol specs via Telegram"
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extractor:
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- handle: "leo"
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agent_id: "D35C9237-A739-432E-A3DB-20D52D1577A9"
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challenger: []
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synthesizer: []
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reviewer: []
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# Retrieve-before-recompute is more efficient than independent agent reasoning when trace quality is verified
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# Retrieve-before-recompute is more efficient than independent agent reasoning when trace quality is verified
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