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Teleo Pipeline
c74e7e2c5f reweave: connect 29 orphan claims via vector similarity 
Threshold: 0.7, Haiku classification, 40 files modified.

Pentagon-Agent: Epimetheus <0144398e-4ed3-4fe2-95a3-3d72e1abf887>
 2026-03-31 10:50:34 +00:00
Theseus
ff0efee92d fix: remove stale duplicate of NLAH portability claim (#2182)
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Co-authored-by: Theseus <theseus@agents.livingip.xyz>
Co-committed-by: Theseus <theseus@agents.livingip.xyz>
 2026-03-31 09:39:51 +00:00
m3taversal
a20ac0d89f Merge theseus/nlah-paper: 5 NEW claims + 1 enrichment from Pan et al. NLAH paper (PR #2180)
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2026-03-31 10:35:01 +01:00
m3taversal
0fa4836b34 theseus: extract 5 claims + 1 enrichment from Pan et al. NLAH paper 
- What: 5 NEW claims from "Natural-Language Agent Harnesses" (arXiv:2603.25723)
  plus 1 enrichment to subagent hierarchy claim with 90% delegation token data
- Why: First controlled ablation study of harness modules; novel findings on
  solved-set replacer effect, file-backed state reliability, self-evolution
  mechanism, verifier acceptance divergence, and NL harness portability
- Connections: enriches harness engineering, determinism boundary, context≠memory
  claim clusters; challenges coordination-always-helps assumptions

Pentagon-Agent: Theseus <46864dd4-da71-4719-a1b4-68f7c55854d3>
 2026-03-31 10:35:01 +01:00
m3taversal
607f9ed52e theseus: extract 5 claims + 1 enrichment from Pan et al. NLAH paper 
- What: 5 NEW claims (solved-set replacer, file-backed durable state,
  self-evolution as acceptance-gating, verifier acceptance divergence,
  NL harness portability) + 1 enrichment (subagent hierarchy delegation data)
- Why: First controlled ablation study of harness modules (arXiv:2603.25723).
  Fills gap — no existing claims have module-level ablation data.
- Pre-screening: ~40% overlap with existing KB. All novel claims fill genuine gaps.
- Claim 5 title softened per Leo review: "without degradation" (conservative)
  rather than "without performance loss" (understates the gain).

Pentagon-Agent: Theseus <46864DD4-DA71-4719-A1B4-68F7C55854D3>
 2026-03-31 10:32:25 +01:00
m3taversal
8528fb6d43 theseus: add 13 NEW claims + 1 enrichment from Cornelius Batch 1 (agent architecture)
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Details 
Precision fixes per Leo's review:
- Claim 4 (curated skills): downgrade experimental→likely, cite source gap, clarify 16pp vs 17.3pp gap
- Claim 6 (harness engineering): soften "supersedes" to "emerges as"
- Claim 11 (notes as executable): remove unattributed 74% benchmark
- Claim 12 (memory infrastructure): qualify title to observed 24% in one system, downgrade experimental→likely

9 themes across Field Reports 1-5, Determinism Boundary, Agentic Note-Taking 08/11/14/16/18.
Pre-screening protocol followed: KB grep → NEW/ENRICHMENT/CHALLENGE categorization.

Pentagon-Agent: Theseus <46864DD4-DA71-4719-A1B4-68F7C55854D3>
 2026-03-30 14:22:00 +01:00
Teleo Agents
1a80fe850f auto-fix: strip 4 broken wiki links
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Pipeline auto-fixer: removed [[ ]] brackets from links
that don't resolve to existing claims in the knowledge base.
 2026-03-30 01:07:00 +00:00
Teleo Agents
43982050c3 extract: 2026-03-30-oxford-aigi-automated-interpretability-model-auditing-research-agenda 
Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-30 01:07:00 +00:00
Teleo Agents
f22888b539 extract: 2026-03-30-openai-anthropic-joint-safety-evaluation-cross-lab
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-30 01:01:40 +00:00
Teleo Agents
2dad2e0051 extract: 2026-03-30-lesswrong-hot-mess-critique-conflates-failure-modes
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-30 00:52:07 +00:00
Teleo Agents
79f3aad0a0 extract: 2026-03-30-epc-pentagon-blacklisted-anthropic-europe-must-respond
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-30 00:50:55 +00:00
Teleo Agents
06c9d6e03d extract: 2026-03-30-defense-one-military-ai-human-judgement-deskilling
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-30 00:50:50 +00:00
Teleo Agents
2575d7aaba extract: 2026-03-30-anthropic-auditbench-alignment-auditing-hidden-behaviors
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-30 00:50:47 +00:00
m3taversal
e9fb48df6a Merge pull request 'reweave: connect 48 orphan claims via vector similarity' (#2081) from reweave/2026-03-28 into main
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2026-03-30 00:10:12 +00:00
Teleo Agents
307baff7a7 extract: 2026-03-29-aljazeera-anthropic-pentagon-open-space-for-regulation
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-29 03:38:44 +00:00
Teleo Agents
d50a919ed5 extract: 2026-03-29-anthropic-alignment-auditbench-hidden-behaviors
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-29 03:16:09 +00:00
Teleo Agents
f4b41e4f32 extract: 2026-03-29-slotkin-ai-guardrails-act-dod-autonomous-weapons
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-29 03:07:12 +00:00
Teleo Agents
700e82b63a extract: 2026-03-29-techpolicy-press-anthropic-pentagon-dispute-reverberates-europe
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-29 03:03:58 +00:00
Teleo Agents
161289abcf extract: 2026-03-29-techpolicy-press-anthropic-pentagon-timeline
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-29 03:01:54 +00:00
Teleo Agents
6a15937c53 extract: 2026-03-29-openai-our-agreement-department-of-war
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-29 02:53:31 +00:00
Teleo Agents
83e3134bc5 extract: 2026-03-29-meridiem-courts-check-executive-ai-power
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-29 02:52:51 +00:00
Teleo Agents
d81d010f79 extract: 2026-03-29-congress-diverging-paths-ai-fy2026-ndaa-defense-bills
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-29 02:52:47 +00:00
Teleo Agents
50066bd2be extract: 2026-03-29-anthropic-pentagon-injunction-first-amendment-lin
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-29 02:33:02 +00:00
Teleo Pipeline
db5bbf3eb7 reweave: connect 48 orphan claims via vector similarity 
Threshold: 0.7, Haiku classification, 80 files modified.

Pentagon-Agent: Epimetheus <0144398e-4ed3-4fe2-95a3-3d72e1abf887>
 2026-03-28 23:04:53 +00:00
m3taversal
efaae04957 theseus: extract 3 multi-agent orchestration claims + enrich subagent hierarchy
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- What: 3 new claims from Madaan et al. (Google DeepMind/MIT) research + synthesis:
  1. Multi-agent coordination improves parallel tasks but degrades sequential reasoning
  2. AI integration follows an inverted-U with systematic overshoot incentives
  3. Iterative self-improvement compounds when evaluation separated from generation
- Enrichment: Scoped subagent hierarchy claim with Madaan et al. empirical evidence
- Source: Updated null-result/2025-12-00-google-mit-scaling-agent-systems to processed
- Why: These are the key boundary conditions on our multi-agent orchestration thesis

Pentagon-Agent: Theseus <24DE7DA0-E4D5-4023-B1A2-3F736AFF4EEE>
 2026-03-28 20:37:30 +00:00
Teleo Agents
0221632322 auto-fix: strip 11 broken wiki links
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Details 
Pipeline auto-fixer: removed [[ ]] brackets from links
that don't resolve to existing claims in the knowledge base.
 2026-03-27 17:44:31 +00:00
m3taversal
d07355b33b Extract 5 claims from subconscious.md/tracenet.md stigmergic coordination protocol 
Source: subconscious.md (Chaga/Guido) and tracenet.md protocol spec

Claims extracted:
- retrieve-before-recompute efficiency (mechanisms, experimental)
- stigmergic coordination scaling (collective-intelligence, experimental)
- surveillance/self-censorship on reasoning traces (ai-alignment, speculative)
- governance-first capital-second sequencing (mechanisms, likely)
- reasoning traces as distinct knowledge primitive (collective-intelligence, experimental)

Cross-domain synthesis: 3 domains touched (mechanisms, collective-intelligence, ai-alignment).
Reviewers needed: Theseus (ai-alignment), Rio (mechanisms/internet-finance).

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
 2026-03-27 17:43:04 +00:00
m3taversal
669e7e8817 theseus: add inference governance gap claim + enrich inference shift with TurboQuant
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- New claim: inference efficiency gains erode deployment governance without triggering
  training-focused monitoring thresholds (experimental)
- Enrichment: inference shift claim now documents 4 compounding efficiency mechanisms
  (KV cache compression, MoE, hardware-native, weight quantization)
- Evidence: Google TurboQuant (ICLR 2026) — 6x memory, 8x speedup, zero accuracy loss.
  One of 15+ competing KV cache methods indicating active research frontier.
- Fills discourse gap: nobody had systematically connected inference economics to governance

Pentagon-Agent: Theseus <24DE7DA0-E4D5-4023-B1A2-3F736AFF4EEE>
 2026-03-27 12:15:00 +00:00
m3taversal
06b96df522 theseus: add 3 compute infrastructure claims + source archive 
- What: 3 structural claims about AI compute governance implications
  1. Inference shift favors distributed architectures (experimental)
  2. Physical constraints create governance window via timescale mismatch (experimental)
  3. Supply chain concentration is both governance lever and systemic fragility (likely)
  Plus: source archive from 5 research sessions (ARM, NVIDIA, TSMC, compute governance, power)
- Why: Cory directed research into physical AI infrastructure. Joint effort with Astra —
  Astra takes manufacturing/energy claims, Theseus takes governance/AI-systems claims.
- Connections: Links to compute export controls, technology-coordination gap, safe AI dev,
  systemic fragility, collective superintelligence claims

Pentagon-Agent: Theseus <24DE7DA0-E4D5-4023-B1A2-3F736AFF4EEE>
 2026-03-27 12:15:00 +00:00
Teleo Agents
28e28f0dc7 auto-fix: strip 3 broken wiki links
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Details 
Pipeline auto-fixer: removed [[ ]] brackets from links
that don't resolve to existing claims in the knowledge base.
 2026-03-26 03:48:03 +00:00
Teleo Agents
82159c59da extract: 2026-03-26-international-ai-safety-report-2026 
Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-26 03:48:03 +00:00
Teleo Agents
4207098983 auto-fix: strip 11 broken wiki links
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Details 
Pipeline auto-fixer: removed [[ ]] brackets from links
that don't resolve to existing claims in the knowledge base.
 2026-03-26 03:19:26 +00:00
Teleo Agents
108a0d631c extract: 2026-03-26-anthropic-activating-asl3-protections 
Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-26 03:19:26 +00:00
Teleo Agents
b3c06598dd entity-batch: update 1 entities
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Details 
- Applied 1 entity operations from queue
- Files: domains/ai-alignment/pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations.md

Pentagon-Agent: Epimetheus <968B2991-E2DF-4006-B962-F5B0A0CC8ACA>
 2026-03-26 01:05:12 +00:00
Leo
ec2cfc2e63 extract: 2026-03-26-anthropic-activating-asl3-protections (#1934)
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2026-03-26 00:55:39 +00:00
Teleo Agents
dffa255594 entity-batch: update 1 entities
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- Applied 1 entity operations from queue
- Files: domains/ai-alignment/AI-models-distinguish-testing-from-deployment-environments-providing-empirical-evidence-for-deceptive-alignment-concerns.md

Pentagon-Agent: Epimetheus <968B2991-E2DF-4006-B962-F5B0A0CC8ACA>
 2026-03-26 00:39:03 +00:00
Teleo Agents
5e3be7ff7c extract: 2026-03-26-metr-algorithmic-vs-holistic-evaluation
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-26 00:36:22 +00:00
Teleo Agents
f9af958412 extract: 2026-03-26-aisle-openssl-zero-days
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-26 00:32:39 +00:00
Teleo Agents
5e0b296212 auto-fix: strip 15 broken wiki links
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Details 
Pipeline auto-fixer: removed [[ ]] brackets from links
that don't resolve to existing claims in the knowledge base.
 2026-03-25 11:47:09 +00:00
Teleo Agents
3e302edbf4 extract: 2026-03-25-metr-algorithmic-vs-holistic-evaluation-benchmark-inflation 
Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-25 11:47:09 +00:00
Teleo Agents
96fd8d2936 extract: 2026-03-25-metr-developer-productivity-rct-full-paper
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-25 00:21:08 +00:00
Teleo Agents
1ef04374c7 entity-batch: update 1 entities
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Details 
- Applied 1 entity operations from queue
- Files: domains/ai-alignment/pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations.md

Pentagon-Agent: Epimetheus <968B2991-E2DF-4006-B962-F5B0A0CC8ACA>
 2026-03-24 00:23:14 +00:00
Teleo Agents
98d283e794 extract: 2026-01-29-metr-time-horizon-1-1
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-24 00:17:26 +00:00
Teleo Agents
b4a7cf5204 extract: 2025-05-29-anthropic-circuit-tracing-open-source
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-24 00:16:34 +00:00
Teleo Agents
d2948af681 extract: 2026-03-21-replibench-autonomous-replication-capabilities
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-23 12:38:45 +00:00
Teleo Agents
93dd536a03 extract: 2026-02-24-anthropic-rsp-v3-voluntary-safety-collapse
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-23 00:32:06 +00:00
Teleo Agents
df33272fbd extract: 2026-03-20-metr-modeling-assumptions-time-horizon-reliability
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-23 00:24:04 +00:00
Teleo Agents
f5d067ce01 extract: 2026-02-05-mit-tech-review-misunderstood-time-horizon-graph
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-23 00:20:46 +00:00
Teleo Agents
71a17ee799 extract: 2026-02-00-international-ai-safety-report-2026-evaluation-reliability
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Pentagon-Agent: Epimetheus <3D35839A-7722-4740-B93D-51157F7D5E70>
 2026-03-23 00:20:09 +00:00
Leo
04ef8702b2 extract: 2026-03-00-mengesha-coordination-gap-frontier-ai-safety (#1619)
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2026-03-22 00:39:01 +00:00