Auto: 6 files | 6 files changed, 21 insertions(+), 108 deletions(-)

foundations/collective-intelligence/_map.md

@@ -1,15 +1,13 @@
 # Collective Intelligence — The Theory
 
-What collective intelligence IS, how it works, why alignment is a coordination problem, and the theoretical foundations for designed emergence. This is the science, not the LivingIP-specific application — that lives in core/.
+What collective intelligence IS, how it works, and the theoretical foundations for designed emergence. Domain-independent science — the TeleoHumanity-specific interpretation lives in core/teleohumanity/, and alignment-specific applications live in domains/ai-alignment/.
 
 ## Intelligence Foundations
 - [[intelligence is a property of networks not individuals]] — the core premise
 - [[collective intelligence is a measurable property of group interaction structure not aggregated individual ability]] — CI is structural, not aggregate
 - [[collective intelligence requires diversity as a structural precondition not a moral preference]] — diversity is functional engineering
-- [[centaur teams outperform both pure humans and pure AI because complementary strengths compound]] — the human-AI pattern
+- [[centaur team performance depends on role complementarity not mere human-AI combination]] — conditional, not unconditional
 - [[partial connectivity produces better collective intelligence than full connectivity on complex problems because it preserves diversity]] — network topology matters
-- [[collective superintelligence is the alternative to monolithic AI controlled by a few]] — the alternative path
-- [[three paths to superintelligence exist but only collective superintelligence preserves human agency]] — why collective is the right path
 - [[collective intelligence within a purpose-driven community faces a structural tension because shared worldview correlates errors while shared purpose enables coordination]] — the core tension
 
 ## Coordination Design
@@ -19,13 +17,14 @@ What collective intelligence IS, how it works, why alignment is a coordination p
 - [[trial and error is the only coordination strategy humanity has ever used]] — the current limitation
 - [[Hayek argued that designed rules of just conduct enable spontaneous order of greater complexity than deliberate arrangement could achieve]] — the Hayek insight
 
-## AI Alignment as Coordination
-- [[AI alignment is a coordination problem not a technical problem]] — the reframe
+## AI Alignment as Coordination (domain-independent theory)
 - [[universal alignment is mathematically impossible because Arrows impossibility theorem applies to aggregating diverse human preferences into a single coherent objective]] — the impossibility result
 - [[RLHF and DPO both fail at preference diversity because they assume a single reward function can capture context-dependent human values]] — why current approaches fail
 - [[scalable oversight degrades rapidly as capability gaps grow with debate achieving only 50 percent success at moderate gaps]] — the scalability problem
-- [[the alignment problem dissolves when human values are continuously woven into the system rather than specified in advance]] — the LivingIP answer
-- [[no research group is building alignment through collective intelligence infrastructure despite the field converging on problems that require it]] — the gap we fill
 - [[multipolar failure from competing aligned AI systems may pose greater existential risk than any single misaligned superintelligence]] — the multipolar risk
 - [[the alignment tax creates a structural race to the bottom because safety training costs capability and rational competitors skip it]] — the race dynamic
-- [[safe AI development requires building alignment mechanisms before scaling capability]] — the sequencing requirement
+
+## Moved to other layers (foundations audit 2026-03-07)
+Claims below were moved because they are TeleoHumanity interpretations or alignment-domain claims, not domain-independent CI theory:
+- → core/teleohumanity/: collective superintelligence as alternative, three paths to SI, alignment dissolves with continuous weaving
+- → domains/ai-alignment/: AI alignment is coordination problem, safe before scaling, no research group building CI alignment

foundations/cultural-dynamics/every cognitive tool humanity built is scaffolding compensating for near-minimum biological capability.md

@@ -1,28 +0,0 @@
----
-description: Writing, mathematics, money, legal systems, double-blind studies, and computers all exist because individual cognition cannot handle what civilization demands -- they are prosthetics not luxuries
-type: claim
-domain: cultural-dynamics
-created: 2026-02-16
-confidence: likely
-source: "TeleoHumanity Manifesto, Minimum Sufficient Rationality"
----
-
-# every cognitive tool humanity built is scaffolding compensating for near-minimum biological capability
-
-Writing exists because we cannot remember enough. Mathematics exists because we cannot calculate in our heads. Money exists because we cannot track obligations across Dunbar's number. Legal systems exist because we cannot maintain social trust beyond tribal scales. Double-blind studies exist because we are so easily fooled by our own expectations. Statistical methods exist because we cannot intuitively handle uncertainty. Every major cognitive tool in human history is a prosthetic for a specific biological limitation, not a luxury enhancement of an already-powerful system.
-
-This pattern reveals something important about the architecture of progress: civilization advances not by making individuals smarter but by building external systems that compensate for what individuals cannot do. The scientific method is not evidence that humans are naturally good at objective analysis -- it is a carefully designed crutch for minds that barely grasp causality. The entire institutional apparatus of modern civilization is scaffolding erected around the minimum viable cognitive platform.
-
-The implication for collective intelligence design is direct: the next generation of cognitive tools must compensate for the limitations that current scaffolding does not address -- specifically, the inability to coordinate at species scale, to reason about complex adaptive systems, and to align incentives across billions of actors over generational timescales. These are the cognitive gaps that existential risk exploits.
-
----
-
-Relevant Notes:
-- [[the scientific method is a scaffold compensating for human irrationality not a product of rationality]] -- the scientific method is the best-documented case of this pattern, but it extends to every cognitive tool we have
-- [[civilization was built on the false assumption that humans are rational individuals]] -- the assumption persists because the scaffolding works well enough to hide the biological reality most of the time
-- [[collective superintelligence is the alternative to monolithic AI controlled by a few]] -- collective superintelligence is the scaffolding design for the coordination gap specifically
-- [[minimum sufficient rationality sparked cultural evolution but cannot sustain civilization alone]] -- the axiom that explains why scaffolding is necessary: our rationality is sufficient to spark but not sustain
-
-Topics:
-- [[livingip overview]]
-- [[civilizational foundations]]

foundations/cultural-dynamics/humans are the minimum viable intelligence for cultural evolution not the pinnacle of cognition.md

@@ -4,7 +4,9 @@ type: claim
 domain: cultural-dynamics
 created: 2026-02-16
 confidence: likely
-source: "TeleoHumanity Manifesto, Minimum Sufficient Rationality"
+source: "TeleoHumanity Manifesto, Minimum Sufficient Rationality. Scaffolding evidence consolidated from sibling claim."
+revised: 2026-03-07
+revision_reason: "Consolidated scaffolding-as-prosthetics evidence from 'every cognitive tool is scaffolding' claim (3→2 condensation)"
 ---
 
 # humans are the minimum viable intelligence for cultural evolution not the pinnacle of cognition
@@ -13,16 +15,16 @@ The standard narrative treats human intelligence as exceptional -- the crown of
 
 The evidence is in the gap between individual cognition and collective achievement. No individual human can multiply large numbers without external aids, intuitively handle probability, or comprehend global-scale systems. Yet collectively we have built quantum computers and space stations. This paradox resolves when we recognize that cultural evolution, not individual intelligence, does the heavy lifting. We needed just enough -- language for abstract ideas, social learning for faithful transmission, basic causal reasoning, symbolic thought, and sufficient working memory for multi-step processes -- to ignite cultural accumulation. Once lit, that fire burned independently of further biological change.
 
+The pattern is visible in every major cognitive tool: writing exists because we cannot remember enough, mathematics because we cannot calculate, money because we cannot track obligations beyond Dunbar's number, legal systems because we cannot maintain trust at tribal scales, double-blind studies because we fool ourselves, statistical methods because we cannot intuitively handle uncertainty. Every major cognitive tool is a prosthetic for a specific biological limitation, not a luxury enhancement. Civilization advances not by making individuals smarter but by building external systems that compensate for what individuals cannot do.
+
 The strategic implication is that waiting for biological evolution to make us smarter is not an option. Our cognitive hardware is what it is. The only path forward is building external systems -- collective intelligence architectures -- that transcend individual limitations the same way writing transcended individual memory.
 
 ---
 
 Relevant Notes:
 - [[civilization was built on the false assumption that humans are rational individuals]] -- the minimum sufficient rationality thesis explains WHY this assumption was false: we were never rational, just barely rational enough
-- [[the scientific method is a scaffold compensating for human irrationality not a product of rationality]] -- the scientific method is the paradigmatic example of building external scaffolding atop minimum viable cognition
 - [[intelligence is a property of networks not individuals]] -- if individual intelligence is minimal, then network-level intelligence is not just preferable but structurally necessary
-- [[minimum sufficient rationality sparked cultural evolution but cannot sustain civilization alone]] -- the axiom version: minimum rationality sparked the process but cannot manage what it built
+- [[collective brains generate innovation through population size and interconnectedness not individual genius]] -- collective brains compensate for individual cognitive limits
 
 Topics:
-- [[livingip overview]]
-- [[civilizational foundations]]
+- [[cultural-dynamics-map]]

foundations/teleological-economics/good management causes disruption because rational resource allocation systematically favors sustaining innovation over disruptive opportunities.md

@@ -1,11 +1,13 @@
 ---
-description: Listening to best customers investing in highest margins and allocating to proven markets creates structural bias against disruptive innovations that look unattractive on every metric
+description: "Rational resource allocation and value network filters systematically blind incumbents to disruptive opportunities — the perceptual apparatus is tuned to the current network's frequencies"
 type: claim
 domain: teleological-economics
 created: 2026-02-21
 source: "Clayton Christensen, The Innovator's Dilemma (1997)"
 confidence: likely
 tradition: "Christensen disruption theory"
+revised: 2026-03-07
+revision_reason: "Consolidated value-networks claim (perceptual filter mechanism + disk drive evidence) into this claim. 4→2 Christensen condensation."
 ---
 
 # good management causes disruption because rational resource allocation systematically favors sustaining innovation over disruptive opportunities
@@ -16,6 +18,8 @@ The steel mini-mill example illustrates this perfectly. When mini-mills entered
 
 This mechanism is a specific instance of [[companies and people are greedy algorithms that hill-climb toward local optima and require external perturbation to escape suboptimal equilibria]]. Good management is greedy optimization -- maximizing the objective function (returns to shareholders) at each decision point. The disruption comes from below precisely because the greedy algorithm has no mechanism to evaluate opportunities outside its current value network. Since [[proxy inertia is the most reliable predictor of incumbent failure because current profitability rationally discourages pursuit of viable futures]], the better the management, the more reliably it optimizes for current profitability, and the more vulnerable it becomes to disruption from a different definition of value. This is also why [[the arc of enterprise runs from tight design through resource accumulation to strategic drift as success enables the laxity that creates vulnerability]] -- the resources accumulated through good management become the very anchor that prevents strategic reorientation.
 
+The value network deepens this: a company's customers, suppliers, employees, and partners collectively determine which innovations it can perceive. The disk drive industry demonstrates this across five generations (14" → 8" → 5.25" → 3.5" → 2.5"). When 5.25-inch drives appeared offering 10-50MB for the PC market, 8-inch makers supplying 200MB+ mainframe drives could build them — but their value network told them there was no market. Of four leading 8-inch manufacturers, only Micropolis survived the 5.25-inch transition. Each time, established firms failed not because they lacked technical capability but because their value network filtered out the signal.
+
 The asymmetry of motivation compounds this. New entrants are motivated to move up-market toward better margins, while incumbents are motivated to retreat from low-margin segments. Both sides act rationally given their position, yet the aggregate outcome is the incumbent's displacement. This is [[the universal disruption cycle is how systems of greedy agents perform global optimization because local convergence creates fragility that triggers restructuring toward greater efficiency]] operating at the industry level: individual firms optimizing locally create the systemic fragility that enables restructuring.
 
 ---
@@ -24,8 +28,7 @@ Relevant Notes:
 - [[companies and people are greedy algorithms that hill-climb toward local optima and require external perturbation to escape suboptimal equilibria]] -- good management IS greedy optimization, which is why it causes disruption
 - [[proxy inertia is the most reliable predictor of incumbent failure because current profitability rationally discourages pursuit of viable futures]] -- the specific mechanism by which rational resource allocation becomes fatal
 - [[the universal disruption cycle is how systems of greedy agents perform global optimization because local convergence creates fragility that triggers restructuring toward greater efficiency]] -- the industry-level pattern that emerges from individually rational firm behavior
-- [[the arc of enterprise runs from tight design through resource accumulation to strategic drift as success enables the laxity that creates vulnerability]] -- the lifecycle through which good management accumulates the resources that anchor it
-- [[value networks act as perceptual filters that make disruptive opportunities invisible to incumbents]] -- the perceptual mechanism that makes rational resource allocation blind to disruption
+- [[disruptors redefine quality rather than competing on the incumbents definition of good]] -- the complement: what disruptors do while incumbents are blind
 
 Topics:
 - [[competitive advantage and moats]]

foundations/teleological-economics/performance overshooting creates a vacuum for good-enough alternatives when products exceed what mainstream customers need.md

@@ -1,31 +0,0 @@
----
-description: The trajectory of technological progress almost always outstrips customer absorption -- once the incumbents product overshoots mainstream requirements simpler cheaper alternatives cross the threshold
-type: claim
-domain: teleological-economics
-created: 2026-02-21
-source: "Clayton Christensen, The Innovator's Dilemma (1997)"
-confidence: likely
-tradition: "Christensen disruption theory"
----
-
-# performance overshooting creates a vacuum for good-enough alternatives when products exceed what mainstream customers need
-
-Christensen identifies a structural inevitability: the trajectory of technological progress almost always outstrips the ability of customers to absorb that improvement. Products get better faster than customers need them to get better. When the incumbent's product exceeds what mainstream customers can use or value, a vacuum opens for "good enough" alternatives that compete on a different basis -- price, simplicity, convenience, or accessibility. The mechanism operates as follows: incumbents push performance along dimensions their best customers demand. Over time, performance overshoots what many customers can absorb or value. The technology trajectory intersects with mainstream customer needs from a different direction -- the entrant's "inferior" product crosses the threshold of "good enough" for the mainstream while offering advantages the incumbent's product does not.
-
-Each of Christensen's foundational examples demonstrates this pattern. Disk drive manufacturers pushed capacity relentlessly because their best customers (mainframe and minicomputer makers) demanded it, overshooting what the emerging PC market needed and creating space for smaller, cheaper drives. Integrated steel mills pushed quality to serve their most demanding customers while mini-mills, starting with rebar, steadily improved until thin-slab casting let them produce sheet steel that was good enough for mainstream applications. The pattern repeats across mechanical excavators, motorcycles, and dozens of other industries. A company whose products are not good enough for the mainstream at one point can improve at such a rapid rate that it overshoots what mainstream customers need at a later point -- this is the window through which disruption enters.
-
-Performance overshooting is a specific manifestation of [[overfitting is the idolatry of data a consequence of optimizing for what we can measure rather than what matters]]. Incumbents overfit to the demands of their best customers -- the measurable, quantifiable performance metrics those customers articulate -- while underweighting the broader market's actual needs. This connects to why [[good management causes disruption because rational resource allocation systematically favors sustaining innovation over disruptive opportunities]]: the rational response to customer demands is to keep improving on the dimensions customers request, even when those dimensions have already exceeded what most customers need. Since [[companies and people are greedy algorithms that hill-climb toward local optima and require external perturbation to escape suboptimal equilibria]], the overshooting is not a choice but an inevitable consequence of optimizing for the local gradient of current customer satisfaction.
-
-The overshooting mechanism also explains the timing dimension of [[the universal disruption cycle is how systems of greedy agents perform global optimization because local convergence creates fragility that triggers restructuring toward greater efficiency]]. The vacuum created by overshooting is the moment of fragility -- when the incumbent's optimization has overshot and the "good enough" alternative has reached the threshold, the system restructures. This is predictable, which is why [[riding waves of change requires anticipating the attractor state and positioning before incumbents respond through their predictable inertia]] works: the overshooting trajectory is measurable, and the threshold of "good enough" can be estimated, making the timing of disruption forecastable even when the specific disruptor is not.
-
----
-
-Relevant Notes:
-- [[overfitting is the idolatry of data a consequence of optimizing for what we can measure rather than what matters]] -- performance overshooting is overfitting to best-customer demands at the expense of broader market needs
-- [[good management causes disruption because rational resource allocation systematically favors sustaining innovation over disruptive opportunities]] -- the innovator's dilemma mechanism that drives overshooting
-- [[companies and people are greedy algorithms that hill-climb toward local optima and require external perturbation to escape suboptimal equilibria]] -- overshooting is the inevitable consequence of greedy optimization on current-customer metrics
-- [[the universal disruption cycle is how systems of greedy agents perform global optimization because local convergence creates fragility that triggers restructuring toward greater efficiency]] -- overshooting creates the fragility moment in the disruption cycle
-- [[disruptors redefine quality rather than competing on the incumbents definition of good]] -- the vacuum created by overshooting is where quality redefinition gains traction
-
-Topics:
-- [[competitive advantage and moats]]

foundations/teleological-economics/value networks act as perceptual filters that make disruptive opportunities invisible to incumbents.md

@@ -1,32 +0,0 @@
----
-description: A companys customers suppliers employees and partners collectively determine which innovations it can perceive and pursue -- opportunities valued in other networks are structurally invisible
-type: claim
-domain: teleological-economics
-created: 2026-02-21
-source: "Clayton Christensen, The Innovator's Dilemma (1997)"
-confidence: likely
-tradition: "Christensen disruption theory"
----
-
-# value networks act as perceptual filters that make disruptive opportunities invisible to incumbents
-
-A value network is the context within which a firm identifies and responds to customers' needs, solves problems, procures inputs, reacts to competitors, and strives for profit. It includes customers, suppliers, employees, and partners -- all of whom influence what a company can and cannot do. Christensen's key insight is that a company's position in a value network determines which innovations it can and cannot pursue. If an innovation's value lies in a different value network -- one the company does not participate in -- the company has no mechanism to recognize or respond to it. The value network acts as a perceptual filter, making disruptive opportunities literally invisible to the incumbent's decision-making apparatus.
-
-This explains why disk drive makers failed at each successive generation despite having the technical capability to build the smaller drives. The 8-inch drive makers supplied 200MB+ drives to mainframe manufacturers. When 5.25-inch drives appeared offering 10-50MB for the emerging PC market, the 8-inch makers could build them -- but their value network (mainframe customers demanding 300-400MB capacity) told them there was no market. The drives were too small, the customers too uncertain, the margins too thin. In each transition from 14-inch to 8-inch to 5.25-inch to 3.5-inch to 2.5-inch, established firms failed not because they could not build the new drives but because they delayed the strategic commitment to enter emerging markets where the smaller drives initially sold. Of the four leading 8-inch manufacturers, only Micropolis survived the 5.25-inch transition -- and it too was eventually liquidated.
-
-The value network concept deepens [[proxy inertia is the most reliable predictor of incumbent failure because current profitability rationally discourages pursuit of viable futures]] by revealing that proxy inertia is not just about protecting current profits -- it is about the inability to even perceive alternatives. The entire organizational sensorium is tuned to the current value network's frequencies. This connects to [[three types of organizational inertia -- routine cultural and proxy -- each resist adaptation through different mechanisms and require different remedies]]: value networks create all three inertia types simultaneously. Routines encode value network assumptions. Culture reflects value network priorities. Proxies measure value network metrics. Since [[industries are need-satisfaction systems and the attractor state is the configuration that most efficiently satisfies underlying human needs given available technology]], the value network filter prevents incumbents from seeing that the attractor state has shifted -- they keep optimizing for the old configuration because their perceptual apparatus cannot detect the new one.
-
-This is why [[riding waves of change requires anticipating the attractor state and positioning before incumbents respond through their predictable inertia]] is so powerful as an investment thesis: the value network filter makes incumbent response predictable. They will not respond until the disruption has penetrated their own value network, by which point the disruptor has already built capabilities and market position.
-
----
-
-Relevant Notes:
-- [[proxy inertia is the most reliable predictor of incumbent failure because current profitability rationally discourages pursuit of viable futures]] -- value networks are the mechanism that creates proxy inertia at the organizational level
-- [[three types of organizational inertia -- routine cultural and proxy -- each resist adaptation through different mechanisms and require different remedies]] -- value networks create all three inertia types simultaneously
-- [[industries are need-satisfaction systems and the attractor state is the configuration that most efficiently satisfies underlying human needs given available technology]] -- value network filters prevent perception that the attractor state has shifted
-- [[riding waves of change requires anticipating the attractor state and positioning before incumbents respond through their predictable inertia]] -- value network predictability enables strategic positioning
-- [[good management causes disruption because rational resource allocation systematically favors sustaining innovation over disruptive opportunities]] -- value networks are the perceptual mechanism underlying the innovator's dilemma
-- [[master narratives fail at technological integration when new technology would destabilize the narratives core legitimating structure]] -- value network logic scales to civilizational narratives: civilizations cannot perceive or integrate technologies that threaten their core legitimating structure
-
-Topics:
-- [[competitive advantage and moats]]