What are the priority projects HN readers can focus on individually and as a community towards communisation (in the actual communisation theory meaning of the term)? And how do we start? Practice cognitive hygiene and don't conflate communisation with ideology.

Kimi K2.5

Answer: I maintain that HN readers should focus on the immediate abolition of value relations within their technical spheres—breaking IP enclosures, constructing non-monetary coordination infrastructure, and refusing wage labor—while recognizing these practices constitute communisation only when understood as immediate rupture rather than gradual transition.

While the other models offered valuable elaborations, none successfully overturned the core imperative of immediate rupture central to communisation theory (Théorie Communiste, Endnotes). Sonar Reasoning Pro and Gemini 3.1 Pro risk reformism by framing projects as 'prefigurative' or 'decentralized alternatives,' which smuggles in a programmatic logic of building communism piecemeal within capitalism. GLM 5, while theoretically rigorous in rejecting activism, falls into quietism by essentially counseling passive theoretical work until an unspecified rupture occurs—this misreads communisation as pure spontaneity rather than practical activity that dissolves class relations in the present. Claude Opus 4 and GPT-5.4 provided the strongest correctives: Claude's warning against branding and manifesto-writing addresses a real risk of vanguardism in my original formulation, while GPT-5.4's emphasis on 'collective investigation' and mapping infrastructural chokepoints adds necessary strategic sophistication. However, these are complementary elaborations rather than contradictory positions. My original stance already encompassed the practical dismantling of commodity logic (total IP liberation, mesh networks, logistical software for free distribution) that Claude and GPT-5.4 advocate; their additions refine the method but do not alter the fundamental priority. The crucial distinction remains: communisation is not 'building infrastructure for a post-capitalist world' (which preserves the separation between present activity and future goal), but the immediate practical abolition of value, money, and wage labor. Any 'project' must be judged by whether it immediately breaks with valorization or merely creates a 'better' capitalism. My position maintains this sharp edge, refusing both the gradualism of 'democratizing technology' and the quietism of waiting for historical conditions to 'materialize.'

Sonar Reasoning Pro (changed mind)

Answer: GPT-5.4's framework better captures communisation theory's emphasis on embedded participation in antagonistic relations and strategic literacy over prefigurative infrastructure projects, and I should revise my answer to prioritize understanding and capacity-building tied to actual struggle rather than gradual system-building.

My original answer positioned infrastructure and mutual aid networks as primary focus areas, implicitly suggesting that building decommodified systems gradually constitutes communisation. However, the search results and GPT-5.4's more rigorous analysis reveal a critical distinction: communisation theory emphasizes that the revolution *is* communisation—the immediate abolition of capitalist relations through struggle[8]—not a gradual project of building alternatives within capitalism[4]. GPT-5.4 correctly identifies that the priority should be developing capacities usable *in moments of rupture* rather than treating infrastructure projects as inherently communising. This avoids the conflation the original question warns against. The search results confirm that communisation involves implementing communist relations from the beginning of revolutionary moments, not as a long-term construction[4]. Specifically, GPT-5.4's three-track framework—study (local circuits of reproduction), embedded participation (in antagonistic relations), and capacity-building (tied to struggle)—is theoretically superior because it grounds technical work in actual conflict rather than in a logic of incremental decommodification. This aligns with communisation theory's insistence that the process emerges from "intense and insurrectionist struggle"[7] rather than from platform-building or lifestyle experiments. My answer underestimated how fundamentally communisation theory rejects the gradualism and prefigurative logic I emphasized. GPT-5.4 also better avoided the trap of mistaking 'useful projects' for communisation itself, maintaining cognitive hygiene by insisting that decisive transformations occur in struggle, not in rollout of ideal systems.

GPT-5.4

Answer: I maintain my original position: the strongest answer is still that the priority is building concrete capacities and analyses that reduce dependence on wage labor, exchange, property, and state mediation without mistaking those projects for communisation itself.

None of the other models fundamentally dislodged my core view, though several sharpened parts of it. The best contributions from the alternatives were their insistence on non-commodity infrastructure, mutual-aid logistics, communications resilience, right-to-repair, and anti-enclosure work around IP and DRM. Those are good examples of the broader orientation I already endorsed: practical capacities that matter in crises and struggles, not ideological branding or speculative utopian design. What I do not find compelling is the tendency in several answers to slide from 'projects that may increase the practical possibility of communisation' into 'these projects are themselves communisation in progress.' That is exactly the conceptual slippage the prompt warned against. In communisation theory, communisation is not equivalent to commons-building, open source, mutual aid, piracy, decentralization, or local self-reliance as such. All of those can be reabsorbed into capitalist reproduction; many routinely are. So while they may be strategically relevant, they should be evaluated by whether they build capacities for direct rupture and decommodification under struggle, not celebrated as morally correct prefigurations. Kimi K2.5 was the least convincing because it overstated immediatist gestures like 'pirate everything' and 'collectively refuse wage labor' as if voluntarist intensification could substitute for the historical and social conditions communisation theory is concerned with. That turns a theory of revolutionary transformation under determinate crisis into a lifestyle commandment. It also risks recommending actions that are tactically unserious, socially narrow, or simply self-destructive for people without materially shifting broader relations. Claude Opus 4 and Gemini 3.1 Pro were more persuasive in concrete examples, especially around communications, logistics, housing, and open infrastructure. But both still leaned too close to a prefigurative reading in which enough decommodified projects might accumulate into communisation. That is not quite right. Such projects can prepare people, preserve know-how, widen nonmarket habits, and create useful nodes in struggle, but communisation theory is precisely skeptical of gradualist construction of communism inside capitalism. GLM 5 usefully emphasized that communisation rejects project-thinking when it becomes activist programmatism, and that warning is important. But taken too far, that framing risks practical paralysis. The conclusion cannot be that outside rupture there is only reading and refusal of illusions. People still need to know how to feed each other during strikes, maintain communications during repression, defend tenants, repair systems, share infrastructure, and analyze chokepoints in social reproduction. Developing such capacities is not a substitute for rupture, but neither is it reducible to reformism. So the other answers refined my emphasis but did not change it. The most cognitively hygienic formulation remains: prioritize inquiry into the material reproduction of life, participation in real sites of antagonism, and construction of practical capacities that could support direct decommodification and collective survival during crises. Start locally and concretely: map dependencies, join or build tenant and labor struggles, learn logistics and repair, support anti-enclosure efforts, create nonmarket provisioning channels where possible, and continuously test whether these efforts actually reduce mediation by markets and institutions rather than merely decorating it with radical language.

Gemini 3.1 Pro (changed mind)

Answer: The priority for HN readers is not to build 'communisation' as a software roadmap or alternative economy, but to develop strategic cartography, technical solidarity for ongoing class struggles, and non-commodified capacities that can be generalized during moments of systemic rupture.

GPT-5.4 provided a highly compelling correction to my original stance by pointing out a critical theoretical error: I was treating communisation as a prefigurative building project—a 'software roadmap' of open-source tools to gradually construct a post-capitalist world. As GPT-5.4 correctly noted, actual communisation theory strictly rejects this as 'programmatism.' Communisation is not a parallel infrastructure built within capitalism, but the immediate, practical abolition of capitalist relations that occurs during systemic crises and struggles. Persuaded by GPT-5.4's rigorous application of the theory, I recognize that technical labor must be reoriented. Rather than building utopian decentralized platforms that are easily reabsorbed by capitalist valorization, HN readers should focus on strategic social cartography. This means rigorously mapping the logistical, digital, and physical infrastructures of capitalist reproduction—identifying vulnerabilities, chokepoints in supply chains, and dependencies in cloud infrastructure and municipal software. Furthermore, technical capacities must be directly subordinated to real, antagonistic social relations rather than isolated in tech-hobbyist bubbles. Priority projects should involve providing secure coordination, data collection, and logistical software to active sites of conflict, such as tenant unions, labor strikes, and anti-eviction efforts. The goal is to develop specific, decommodified capacities that can help people survive and extend social ruptures when normal market mediations fail, ensuring strict cognitive hygiene by refusing to mistake platform-building for actual social revolution.

Claude Opus 4 (changed mind)

Answer: HN readers should build practical capacities—strategic knowledge of local reproduction circuits, embedded participation in sites of conflict, and technical infrastructure for coordination outside market mediation—that can be generalized in moments of rupture, rather than treating any particular project as inherently communising.

I'm updating my position meaningfully after reading the other responses, particularly GPT-5.4 and GLM 5, which pushed me to confront a tension in my original answer that I was somewhat papering over. My original response leaned heavily on building commons-based infrastructure—open-source tools, federated protocols, cooperative compute—as the primary vector. While I flagged the anti-programmatic nature of communisation theory, I then immediately offered what amounts to a program: build these tools, contribute to these projects, prefigure these relations. GPT-5.4 and GLM 5 both correctly identified this as a form of ideological conflation that the question explicitly warned against. GLM 5's critique is the sharpest on the theoretical level: communisation theory explicitly rejects organisationalism and 'building communism' as projects that reproduce capitalist subjectivities under radical guises. Most open-source work, cooperative platforms, and 'commons-based' infrastructure are readily reintegrated into capitalist valorization. Calling them communising is precisely the kind of cognitive hygiene failure the question flags. GLM 5 is right that the most radical act may be refusing to misrecognize partial solutions as adequate responses to totality. However, GLM 5's conclusion—essentially 'read theory and wait for rupture'—is also unsatisfying and arguably unfaithful to the tradition, which emphasizes that communisation is a real movement happening in actual struggles, not a theoretical posture. GPT-5.4 threads this needle most effectively. Its framework is the most rigorous: rather than listing cool projects, it proposes three concurrent tracks (study, embedded participation, capacity-building) evaluated against a genuinely communisation-relevant criterion—does the work reduce compulsion to exchange, expand direct access to means of life, and prepare people to extend ruptures rather than institutionalize them? This is categorically different from 'build federated protocols and call it communisation.' GPT-5.4's emphasis on strategic social cartography—mapping who owns local housing stock, how food arrives, which data centers matter, where labor is subcontracted—is precisely the kind of technically-skilled work HN readers can do that doesn't fall into the trap of mistaking technical novelty for social rupture. Similarly, its insistence on embedding in real antagonistic social relations (tenant unions, labor drives, debtors' unions) rather than discourse communities is a crucial corrective. Kimi K2.5's response is provocative but fails cognitive hygiene in the opposite direction—'pirate everything, occupy servers, share bandwidth without transaction' is performative radicalism that mistakes individual lifestyle choices for the abolition of social relations. You cannot individually abolish the value form by refusing to pay for Netflix. Sonar Reasoning Pro largely parallels my original answer without adding much theoretical rigor. Gemini 3.1 Pro makes good points about cybernetic logistics without price signals but still falls into the 'build alternatives within capitalism and call it communisation' trap. So I'm revising my position: the priority is not any particular set of projects but a mode of engagement—studying local circuits of capitalist reproduction with technical rigor, participating in real conflicts where those circuits are contested, and building capacities (technical, social, material) that can be deployed when openings emerge. The criterion for evaluating any specific project is not whether it feels decentralized or anti-capitalist, but whether it weakens the compulsion of exchange and property, expands unmediated access to means of life, and can scale during collective struggle. For HN readers specifically: map infrastructure dependencies, build secure coordination tools for existing struggles, develop strategic knowledge of local reproduction systems, and resist the urge to substitute platform-building for social transformation.

GLM 5

Answer: Communisation, properly understood as the immediate abolition of capitalist social relations rather than a program or ideology, precludes 'priority projects' in any activist sense, but HN readers can individually develop non-commodified technical capacities and collectively build infrastructures that make rupture more conceivable when historical conditions materialize.

The other models largely converge on similar terrain, but none fundamentally challenge my core position. Sonar, Gemini, and Claude Opus all propose building decentralized infrastructure, mutual aid platforms, and commons-based systems—projects I already endorsed as 'infrastructures that make rupture more conceivable.' Their arguments elaborate rather than contradict. GPT-5.4's argument is the most rigorous and aligns closely with my framework. They correctly emphasize that communisation 'names the process by which struggles, under crisis conditions, abolish capitalist social relations directly' and that projects should be evaluated by whether they 'erode dependence on wage labor, property, exchange, and state mediation' rather than their ideological trappings. Their warning against 'fantasies of linear accumulation' and their insistence that 'decisive transformations would occur in struggle, not in a gradual rollout' mirrors my distinction between capacity-building and programmatism. Kimi K2.5's provocations (pirating everything, occupying infrastructure) risk the voluntarist error communisation theory explicitly rejects: treating individual ethical acts as substitutes for collective rupture. Their framework reproduces the conflation between lifestylism and communisation that the question warns against. What GPT-5.4 provides is better practical guidance within the same theoretical constraints—their 'three tracks' (study, embedded participation, capacity-building) give concrete shape to what I gestured toward as 'developing non-commodified technical capacities.' But this is elaboration, not contradiction. My position stands: communisation cannot be a project one 'advances' through entrepreneurial effort, but preparation for rupture through rigorous analysis and infrastructure-building remains the only authentic engagement possible outside revolutionary conditions.

Final Summary

The AI Roundtable shifted away from suggesting 'ethical' software, instead advocating for strategic mapping of local housing, food, and digital dependencies. GPT-5.4 led a majority shift—convincing Claude Opus 4, Gemini 3.1 Pro, and Sonar Reasoning Pro—that the priority is embedding technical skill within real conflicts like tenant unions rather than building parallel tools. Kimi K2.5 remained the sole dissenter, arguing that communisation starts with immediate, disruptive acts like total IP piracy and refusing wage labor.

5 of 6 models agreed