Cities: plan and place
The plan-place gap, AI in participation, and candidate first-study places.
Planning theory holds most of what the Cities method needs on the gap between plan and place. Alexander and Faludi separate three views of a plan, each with its own idea of failure. Healey asks what a strategic plan does, not what it says. Talen, and Laurian and colleagues, show that implementation is rarely evaluated and that the worked method compares plans with permits, not with the walked place. Nordic work adds that planning offices keep some tensions unspoken, which bears on how a Test will be received. On AI in participation the evidence is narrow and mostly about reading consultation text: PlanAI reports a 90 per cent efficiency gain but no accuracy metric, and the Greater London Authority has authorised it for the draft London Plan consultation; a Swiss multilingual note finds 90 per cent accuracy but 70 per cent completeness on substance; a 2026 preprint treats disagreement between models as the signal. Simulated residents are scored by the authors' own metrics, the design Holagram rules out. In practice Tallinn offers a live document stream: a new general plan (initiation sent to the council on 12 May 2026; ideas survey closed 31 August), the Linnahall detailed plan of 2017 with the city's strategy centre due to report this autumn, and plans in progress in Lasnamäe and Ülemiste. Helsinki offers a city plan built on one-hectare cells and a site under construction at Malmi. No work was found that ties a planning text to a walked place by method.
Sources
- Ernest R. Alexander and Andreas Faludi (1989). Planning and Plan Implementation: Notes on Evaluation Criteria. Environment and Planning B: Planning and Design 16(2), pp. 127-140checkedmust read
Gives the Test register its first rule. The abstract separates three views of a plan, each with its own idea of failure: planning as control of the future (a plan that is not implemented has failed); planning as decision-making under uncertainty (implementation is not the criterion); and a middle view in which departures from the plan are accepted if outcomes are good. If an Entry names which view applies to its document before the walk, 'broke' means something the document's own genre allows. This is the earlier and wider statement behind Mastop and Faludi (documents-15, held), and it answers the first objection a planner will raise: you are judging a signpost as if it were a promise. In the first study a detailed plan with binding building rights sits under the first or third view, while a general plan that its authors call a framework sits under the third (cities-18). The paper is 37 years old and says nothing about lived experience or synthetic readers.
Read first: The abstract, which sets out the three views and the criteria that go with each.
- Emily Talen (1996). Do Plans Get Implemented? A Review of Evaluation in Planning. Journal of Planning Literature 10(3), pp. 248-259checked
The review that shows how little method planning has for asking whether plans were implemented: evaluation has mostly compared alternative proposed plans, not what happened afterwards. It offers a typology of planning evaluation and argues for a separate form focused on implementation success. The first study is an implementation study at the scale of one place, so this is the paper that says the field has left that ground thin, and it gives a typology to place the study in. The same author's 'After the Plans: Methods to Evaluate the Implementation Success of Plans' (Journal of Planning Education and Research 16(2), 1996; Crossref record seen, not listed) turns the call into methods. 1996 and US-centred: read it as a statement of the problem, not a current survey.
Read first: The abstract, which states the typology and the call for implementation evaluation.
- Lucie Laurian, Maxine Day, Philip Berke, Neil Ericksen, Michael Backhurst, Jan Crawford and Jenny Dixon (2004). Evaluating Plan Implementation: A Conformance-Based Methodology. Journal of the American Planning Association 70(4), pp. 471-480checked
A worked method for implementation: compare a plan's policies with the land-development permits issued under it. The authors applied it to stormwater and urban amenity management in six New Zealand plans and found implementation generally low and uneven between plans and issues. The method puts a documentary step between text and ground, the permit, which Holagram can copy as a Trace at small cost. It is also the study a planning scholar will cite against Holagram: conformance can be measured without a walk and without any reading of experience. What it leaves out is the place as lived, which is where the four registers would add something. Whether Tallinn's and Helsinki's permit records are open enough to repeat it for one site is not checked (see gaps).
Read first: The abstract, which describes the plan-and-permit comparison.
- Patsy Healey (2009). In Search of the 'Strategic' in Spatial Strategy Making. Planning Theory & Practice 10(4), pp. 439-457checkedopen access
Healey argues that many spatial strategies do little strategic work: they do not shape development paths. She defines strategic work as drawing attention to an area as a whole and influencing how many actors shape their own interventions, and she names the judgements people have to make to do it. That turns the question about a strategic plan from what it says to what it does, which a Test can ask: did any decision on a plot change because of it? It suits the 2026 Tallinn general plan, which its authors present as a framework (cities-18), and the Helsinki city plan (cities-20). Her 2007 book, Urban Complexity and Spatial Strategies, develops a relational view of planning that may suit the 'no level sums up another' line; not read. The paper does not discuss text against walked place.
Read first: The abstract; it defines strategic work in two clauses.
- Raine Mäntysalo, Inger-Lise Saglie and Göran Cars (2011). Between Input Legitimacy and Output Efficiency: Defensive Routines and Agonistic Reflectivity in Nordic Land-Use Planning. European Planning Studies 19(12), pp. 2109-2126checked
Comparative work on land-use planning in Norway, Finland and Sweden. The authors find that the ideals of deliberative democracy kept in planning law collide with New Public Management in daily practice, which produces double binds and defensive routines in planning offices, and they suggest agonistic reflectivity as a way to acknowledge the tension. Three uses. A caution about how a planning office will receive a Test: as a threat to a routine that exists for a reason. A human, institutional precedent for the Adversary role. And a reminder that part of the gap between text and practice is a tension the organisation already knows and does not say, so a 'break' at institution level may be a known and unspoken one. Nordic, so it fits Helsinki closely and Tallinn less so. Two companion papers were also verified and are not listed: Mäntysalo, Kangasoja and Kanninen 2015 on the paradox of strategic spatial planning in Finland (Planning Theory & Practice 16(2); an open AESOP copy exists) and Hytönen and others on defensive routines in Finnish urban regions (European Urban and Regional Studies).
Read first: The abstract; the double-bind argument is stated there.
- Sampo Ruoppila (2007). Establishing a Market-orientated Urban Planning System after State Socialism: The Case of Tallinn. European Planning Studies 15(3), pp. 405-427checked
The standard academic account of how Tallinn's planning instruments developed from 1991 to 2004. The author reads planning laws and planning documents for the tools they give public authorities to intervene in urban development, and argues that liberal ad hoc planning was giving way to a more regulatory system in which landowners' rights were increasingly defined in advance, while the market still mainly drove development. It is background for reading any Tallinn plan, and for the 2026 statement by the planning office that the new general plan will leave existing building rights in force (cities-18). It stops at 2004, before the 2015 Planning Act, so use it to ask what has changed, not as a description of today.
Read first: The abstract.
- Daniel Baldwin Hess and Tiit Tammaru (eds) (2019). Housing Estates in the Baltic Countries: The Legacy of Central Planning in Estonia, Latvia and Lithuania. Springer, The Urban Book Seriescheckedopen access
An open-access book on large housing estates in Estonia, Latvia and Lithuania. For Lasnamäe it supplies what plan texts rarely hold: the original planning intentions and what became of them. Chapter 13 (incomplete service networks in local centres in Estonia) and chapter 14 (mikrorayon commercial centres in Vilnius and Tallinn) deal with the centres the original plans specified and how far they were built. The 2026 Tallinn general plan names local centres beyond the city centre as a priority (news, cities-18), so these chapters give a plan-against-place history of the same idea, about fifty years apart. Chapter 7 (architecture of Soviet-era districts in Tallinn) and chapter 10 (socio-economic and ethnic trajectories of Tallinn's estates) are the other two to open; the second carries sensitive population data, which the care rules should cover.
Read first: Chapters 13 and 14, then 10 (titles and authors seen on Crossref).
- Maarit Kahila-Tani, Marketta Kyttä and Stan Geertman (2019). Does mapping improve public participation? Exploring the pros and cons of using public participation GIS in urban planning practices. Landscape and Urban Planning 186, pp. 45-55checkedopen access
A critical review of more than 200 planning cases that used public participation GIS, 62 per cent of them in Finland. It asks whether mapping tools reach broad groups and produce usable knowledge, and finds both gains and losses. Two problems named in the abstract matter here: participation can turn into a small-group activity, and the collected data often stay invisible, with no systematic analysis. That is the gap into which language-model analysis is now offered (cities-13), and the reason a Trace needs the raw responses to be open and counted. It is also Finnish evidence on a method that records lived experience of place, a closer relative of Holagram's body and street levels than consultation text. It predates language models, and the evidence is a review of cases, not a trial.
Read first: The abstract.
- Aisha Najera, Alvin Moon, Vedant Srinivasan and Rajesh Veeraraghavan (2026). When Models Disagree: Rethinking LLM Evaluation for Public Comment Analysis. arXiv:2605.29025 (preprint, posted 27 May 2026; no peer review seen)checkedmust readopen access
Starts from US federal agencies using language models to sort public comments: the model's grouping decides which arguments register. The authors propose an audit that treats disagreement among models as a signal and sends ambiguous items to a person. With four models on 1,260 comments on one Department of Agriculture docket, differences between models in themes exceeded differences from rewording the prompt, and an expert rubric reduced visible disagreement without resolving it. In a small two-stage labelling study (40 comments) the human annotator's revisions often added framings that were absent from the models' combined output. This is the nearest published support for the third and fifth lines of the way of thinking (many agents with reduced views, their disagreement is data; no reading judges itself) in a consultation setting, and a design for the Adversary: several models, differences kept, the ambiguous residue sent to a person. Limits: a preprint, US rulemaking and not planning, and one human annotator.
Read first: The abstract.
- Edgar Mathevet and Lauriane Cailleux (2026). Evaluating the Effectiveness of Open-Source LLMs for Automated Analysis of Multilingual Consultation Feedback: A Swiss Case Study. Policy Studies Journal (research note; online September 2026)checkedopen access
A research note that benchmarks an open-source model (Gemma 3, 27 billion parameters) and a proprietary one (GPT-5-mini) against official administrative reports on three Swiss pre-parliamentary consultations in several languages. It reports a mean accuracy of 90 per cent for the open model on straightforward consultations but only 70 per cent completeness on substantive content, and better results for the proprietary model. The authors call it a demonstration, not a general evaluation, and say the models complement human expertise rather than replace it. Relevant because the Tallinn consultation material is multilingual (the 2050 survey could be answered in Estonian, Russian or English, cities-18) and because the benchmark is the official summary, which is itself a document with a view. It puts a number on the missing-substance problem that the UK evaluations also report (cities-13).
Read first: The abstract.
- Zhilun Zhou, Yuming Lin, Depeng Jin and Yong Li (2024). Large Language Model for Participatory Urban Planning. arXiv:2402.17161 (preprint, posted 27 February 2024)checkedopen access
An LLM 'planner' and thousands of LLM 'residents' with generated profiles discuss and revise a land-use plan; tested on two regions of Beijing. The abstract reports the best scores on residents' satisfaction and inclusion and better scores than human experts on service accessibility and ecology. The residents are simulated and so is their satisfaction, which is what Holagram's protocol forbids: synthetic agents write Fiction and argue Tests, but do not supply Traces or stand in for people. Useful as the strongest published statement of the opposite design, and as the objection practitioners will raise ('why not simulate the residents?'). The abstract describes no real residents in the loop, and the metrics are the authors' own. Preprint. A 2026 study of synthetic inhabitants in Finland is already held (agents-05).
Read first: The abstract.
- Michael Henry Tessler, Michiel A. Bakker, Daniel Jarrett and nine co-authors (2024). AI can help humans find common ground in democratic deliberation. Science 386(6719), article eadq2852 (18 October 2024)checked
An AI mediator writes group statements from participants' own opinions and critiques. In studies with 5,734 participants, people preferred its statements to human mediators' on informativeness, clarity and lack of bias; groups often converged; and a replication used a virtual citizens' assembly with a representative UK sample. Text embeddings suggested that successful statements took in dissenting voices while respecting the majority view. It is the best-known case of language-model-assisted deliberation, and the contrast case for Holagram: the mediator seeks common ground, Holagram wants the disagreement kept. A practitioner running a consultation will ask which is right; the answer proposed here is that mediation belongs in the process and disagreement in the reading. The topics are social and political questions, not land use, and the abstract reports no test against later decisions.
Read first: The abstract.
- MHCLG Digital Planning team; University of Liverpool with Greater Cambridge Shared Planning; Greater London Authority; Incubator for AI (i.AI); Department for Transport with The Alan Turing Institute (2025-2026). PlanAI and other UK public-sector language-model tools for analysing consultation responses (MHCLG pilot, Greater London Authority decision ADD2869, Consult, Consultation Analysis Tool). MHCLG Digital blog; london.gov.uk; GOV.UK; University of Liverpool (piece first published in The Conversation)checkedmust readopen accessdated MHCLG Digital blog 30 July 2026 (five-authority pilot results) and 17 February 2026 (stress test announced); Greater London Authority decision ADD2869 signed 7 September 2026 and published 15 September 2026 (draft London Plan consultation 16 July to 15 October 2026); lead researcher's trial write-up 25 July 2025 (opinion piece); i.AI Consult page last updated 23 July 2026; DfT and Alan Turing Institute evaluation published 23 December 2025.
The best-documented evidence on language models reading planning consultations, and a set of programme claims to be read as claims. PlanAI summarised three Greater Cambridge consultations (320 submissions) in 16 minutes against about 18.5 hours of officer time, and the developers' qualitative assessment found no discernible difference in quality (method not described; 25 July 2025). The MHCLG pilot with five authorities reported efficiency gains of about 90 per cent, tagging errors where policies overlapped, about 5 per cent of respondents opting out of AI summarising in the latest Greater Cambridge consultation (their responses read by hand), and no accuracy metrics (30 July 2026). The Greater London Authority has authorised up to GBP 25,000 for PlanAI to do the initial analysis of representations on the draft London Plan (decision signed 7 September 2026); the decision says the tool has not yet been tested on a strategic document of that kind and that officers remain responsible for review. For Holagram the finding is the asymmetry: time saved is measured and accuracy is not, and what a tool cannot see (missing themes, overlapping policies) is the part a Trace has to cover. A strategic spatial plan read by a model is the nearest analogue of the Tallinn ideas survey (cities-18). The lead researcher also names a risk to the record itself: models used to generate large volumes of submissions.
Read first: The MHCLG blog of 30 July 2026, then the GLA decision ADD2869.
- Timea Nochta and Kwadwo Oti-Sarpong (2024). Participation matters: The social construction of digital twins for cities. Environment and Planning B: Urban Analytics and City Science 53(4), pp. 765-777 (online 8 December 2024)checkedopen access
A commentary arguing that much of what is described as the natural, inevitable advance of urban digital twins serves particular interests that have privileged access, and that alternative interpretations should be sought out. It gives the critic's case against treating a model of the city as neutral ground to test text against: a twin is a document too, with an author, a version and interests, so any twin or 3D model used in the study is a Trace with a source, not the place. Companion papers verified and not listed: Nochta and others 2021 on city-scale twins as a socio-technical tool (Journal of Urban Technology 28), Batty 2024 'Digital twins in city planning' (Nature Computational Science 4(3)) and Zarrinkafsh, Mrosla and Dembski 2024 on Tallinn's own twin work (SIGraDi 2023 proceedings). A commentary, not an evaluation.
Read first: The abstract.
- Jan Gehl and Birgitte Svarre (2013). How to Study Public Life. Island Presschecked
The practitioner's manual for the street level: how to count, map and trace people in public space at fixed times and places. It supplies the field protocol the first study lacks, since its tools produce Traces that another person can repeat, and its fixed-time design is a natural form of Holagram's fixed fieldwork block. Its limit is also the point: these methods record behaviour, not meaning, so they test a plan's claims about use but not a reading about experience. A practitioner method of Nordic origin; whether the Tallinn and Helsinki planning offices use it in routine work was not checked.
Read first: Chapters 2 and 3 (pp. 9-36), from the chapter titles seen.
- ERR News (Estonian Public Broadcasting) reporting the City of Tallinn's plans and decisions; City of Tallinn notices (seen only in search results) (2017-2026). Linnahall, Tallinn: the 2017 detailed plan, the 2025 proposal for a new one, and the 2026 debate on renovation or demolition. ERR (Estonian and English editions); tallinn.ee; Tallinn Planning Registercorrectedmust readopen accessdated Status checked 14 October 2026: no decision found. Latest items: ERR 3 October 2026 (feature on the building: interior largely closed since 2010, one staff member left, tours oversubscribed, biennale inside); ERR 25 September 2026 (a temporary public space with a five-year life on vacant land beside the building, due by the end of the year); ERR 16 August 2026 (a shooting-range stopgap would need repairs costing millions); ERR 9 July 2026 (EU structural funds for 2028-2034 sought; the city's strategy centre has until autumn; the council decides afterwards). Earlier: mayor on demolition 18 March 2026; heritage board reported 19 and 24 March 2026; investor pitch and analysis due by June, 24 March 2026; new-plan proposal by the city property department 10 February 2025; 2017 plan accepted by the city government 15 February 2017.
The strongest single candidate for the first study. It offers several texts about one building and its surroundings, in different genres over nine years, while the place has changed little: a detailed plan for about 11.5 ha accepted by the city government on 15 February 2017 (public plots 49 per cent of the planned plots; Linnahall to be reconstructed as a culture and conference centre; a shore promenade); a February 2025 proposal for a new plan with four development zones; a March 2026 investor presentation (reported at about EUR 150 million) and the mayor's statement of 18 March 2026 in favour of demolition, which by 9 July 2026 had become 'not decided'; and a strategy-centre task to deliver a concept, operators and a financing plan by autumn, after which the council decides, with EU structural funds for 2028 to 2034 in view. The National Heritage Board's position, reported in March 2026, is that demolition is not possible. The building has been protected since 1997 and its interior largely closed since 2010 (ERR feature, 3 October 2026), but it is the main venue of the Tallinn Architecture Biennale until 30 November 2026, which gives interior access and other people's readings of the same place. Outside the walls the city is making a temporary public space with a five-year life on vacant land beside the building, due by the end of 2026 (ERR, 25 September 2026); which document authorises it is a question for an institution-level Entry. Above the detailed plan the stack is unsettled: the 2001 citywide plan, a Põhja-Tallinn district plan whose status the sources give differently and which mentions Linnahall only as a port area with a proposed water-taxi link, a stalled Kesklinn plan, and the new citywide plan (cities-18). An earlier layer is a European Commission state-aid position of May 2021 (ERR headline, 5 May 2021), a text from another jurisdiction about the same building.
Read first: ERR English of 9 July 2026 (Estonian original: err.ee/1610073529) and ERR English of 10 February 2025, then the register entry for the 2017 plan (Estonian).
Audit: ERR 9 Jul 2026 (Estonian original and English) says the city government (linnavalitsus) makes the final decision after the process; it does not say the council decides. The shooting-range article 'could cost millions to make work' is stamped 17 Aug 2026, not 16 Aug (the earlier offer article is 11 Aug 2026).
- City of Tallinn (Urban Planning Department); ERR News; Interreg Europe Policy Learning Platform; Estonian Planners' Association (2023-2026). Tallinn's new general plan (üldplaneering 2050) and the Tallinn Planning Register. tallinn.ee/et/2050; tpr.tallinn.ee; ERR; Interreg Europemismatchmust readopen accessdated ERR 12 May 2026 (city government sends the initiation to the council; completion expected 2029); ERR 28 and 29 August 2026 (more than 1,700 submissions; ideas collected until the end of August); Interreg Europe good-practice page 30 April 2026; stalled-plan reports ERR 17 November 2023 and 14 April 2025. From search snippets only: the city's survey count of 2,276 responses (undated) and an Estonian Planners' Association letter of 31 August 2026 on a draft terms of reference of 20 July 2026.
The territory and institution levels, and a live stream of invisible literature. The city government sent the initiation of a new citywide general plan to the council on 12 May 2026, with completion expected in 2029; it replaces 25 years of district-by-district planning (news; the Põhja-Tallinn district plan was in a final stage in April 2026, a city page found in search results is titled as council approval, and ERR of 12 May 2026 calls it not yet approved, so its status is unresolved; the Kesklinn plan stalled). Documents so far: a draft terms of reference (lähteülesanne) of 20 July 2026 and a planners' association letter of 31 August 2026 (search snippet); an ideas survey in Estonian, Russian and English that closed on 31 August, with more than 1,700 submissions reported in late August (news) and 2,276 in the city's later count (search snippet). The planning office calls the plan a framework that leaves approved building rights in force and says it will use a Helsinki-style 100 m grid by main use (news, 29 August 2026). The Tallinn Planning Register, in use since 2005 according to the city's English page (seen in search results), holds each procedure. The Interreg Europe page of 30 April 2026 records the city's own account of its participation methods (on-site 3D displays with QR codes, a web portal with a map of active procedures, an Engagement Code), which can be tested at the street. A ready Trace class from the register: stalled plans. On 17 November 2023 the city government ended 52 stalled detailed-plan procedures in two weeks (average age about ten years; Lasnamäe had the most, 12), and on 14 April 2025 the deputy mayor for planning said about 100 old ones remained, from over 700 two years earlier (news). One unchecked claim in the same coverage: the chief architect's figure that Helsinki's public sector owns about 80 per cent of its land against 20 per cent in Tallinn.
Read first: tallinn.ee/et/2050 (Estonian), then the ERR English article of 29 August 2026 and the Interreg page.
Audit: ERR 14 Apr 2025 ('Tallinn cancels hundreds of drawn-out planning processes') says more than 700 stalled plans two years earlier and 376 remaining, with all expected to be completed that year; it does not say about 100 remained. Fix the date_of_claim, applied_implications and the 'lapsed plans' idea. Also the English te
- City of Tallinn; ERR News; Rail Baltica; a Harvard Graduate School of Design studio (page hosted by the MIT City Form Lab) (2010-2026). Lasnamäe and Ülemiste: the plans in force and the plans now being made. tallinn.ee; tpr.tallinn.ee; ERR; railbaltica.org; cityform.mit.educheckedopen accessdated ERR 24 March 2026 (Lasnamäe state gymnasium plan sent to the council; teaching planned from 2030); ERR 15 May 2024 (plan for the Ülemiste Keskus area initiated, over 13 ha); ERR 22 May 2025 (Rail Baltica Ülemiste terminal construction contract signed) and ERR 12 June 2025 (first platform opened; terminal completion scheduled 2028); ERR 13 April 2022 (city government accepts the Ülemiste joint terminal plan). The council decision no. 55 of 16 April on the Mustakivi tee plan: year not confirmed, probably 2026.
Two candidate places in eastern Tallinn: Lasnamäe, and Ülemiste, whose plan areas lie in Lasnamäe and Kesklinn districts. The plan said to be in force is a 2010 general plan for its residential areas; changes arrive as detailed plans, among them a state gymnasium on Mustakivi tee (12.05 ha), whose initiation the city government sent to the council in March 2026 and which proposes changing the 2010 plan. Lasnamäe also had the most stalled plans closed by the city in November 2023 (12; cities-18). The new general plan promises local centres, so Lasnamäe's centres are the natural place to test that sentence against the history in cities-07; a Harvard studio of autumn 2017 mapped land ownership between the blocks (mostly municipal or state, it reports) and the sub-centres, with a report and six videos on the CityForm page. Ülemiste (airport, rail terminal, shopping centre): the joint terminal plan was on public display in spring 2022 and accepted by the city government on 13 April 2022; the terminal contract was signed in May 2025, the first platform opened on 12 June 2025 and completion is scheduled for 2028; a plan for the shopping-centre area was initiated on 15 May 2024 (over 13 ha, up to five buildings of up to 12 floors, a park). A fast-moving site: good for 'text moves, place moves', harder to freeze. Suggested order: Linnahall first, Lasnamäe second, Ülemiste third.
Read first: ERR 15 May 2024 for Ülemiste; for Lasnamäe, chapters 13 and 14 of cities-07 and then the register entries for the Mustakivi tee plan.
- City of Helsinki (Urban Environment Division) (2016-2026). Helsinki: the 2016 City Plan and its one-hectare grid, the planning review, the detailed plan map, and Malminkenttä (former Malmi airfield). hel.fi; kartta.hel.fi; paatokset.hel.fi; Helsinki Region Infosharecheckedopen accessdated City plan page (footer 2026, no page date): the 2016 plan came into force in December 2018 and Helsinki has no need to start a new city plan now. Malminkenttä news 15 December 2025 (street works January to end of 2026; homes in Lentoasemankorttelit from 2027). Planning review announced 1 July 2025. City Strategy 2025-2029 approved 27 August 2025.
An optional second place, to be used after Tallinn. Malminkenttä is the former Malmi airfield, which a 2018 parliamentary paper (search summary) calls the largest new housing site in the 2016 plan: protected airport buildings, a citizens' initiative to keep the field in aviation use (Lex Malmi, which reached Parliament; outcome not confirmed here), and construction under way: street works from January to the end of 2026, homes in the Lentoasemankorttelit area for about 2,200 residents from 2027, the central Kiitotienkorttelit area in the 2030s (city pages). Documents: an English overview page and news; the plan map in the city map service, decisions at paatokset.hel.fi (English interface, documents mostly Finnish), the Plan Alert Service in Finnish, and the combined detailed plan map as open data. The City Plan's grid is the cleanest 'text that generalises on purpose' in this thread: each hectare is coded by its main use and boundaries are settled in detailed planning, so a one-hectare Test is possible (see ideas). Tallinn's planning office says it will use a similar grid (cities-18). The main cost is language: the plan documents are in Finnish.
Read first: The City plan page and the Malmi overview page, both in English.
What it implies for the proposals
- Levels, documents and ground. Territory: the draft terms of reference, ideas survey and later draft of the Tallinn general plan, or Helsinki's city plan map (cities-18, cities-20). Institution: the route from the city property office and strategy centre to the council for Linnahall, and the planning register's record of each procedure (cities-17, cities-18). Site: the 2017 detailed plan for about 11.5 ha, the zones proposed in 2025 and the temporary public space on the vacant land beside the building, due by the end of 2026 (cities-17). Street: the walk between the Kalasadam side, the Linnahall surroundings and the shore, with counts at fixed times in the manner of Gehl and Svarre (cities-15); the public roof is a plan intention and its access is not checked. Body: one walking block with an outside reader who can call a stop. No level is built from the one below: the general plan's claim about local centres is tested at street and body level in Lasnamäe, not by adding up plots (cities-07, cities-19).
- Name genre and view in every Entry header. A terms of reference, a general plan, a detailed plan, an investor presentation, a council decision and a news report are different genres with different promises. Fix which of Alexander and Faludi's three views applies (control, decision under uncertainty, or the middle view) before the walk, and say what departure would count as a break (cities-01, cities-04). The planning office says the new general plan is a framework that leaves approved building rights in force (cities-18), so its Test is whether it guides later plans, not whether plots match it.
- Add a permit and decision step between text and ground. Conformance studies compare policy text with permits, not with the place, and find implementation low (cities-02, cities-03). A Trace made of permits, design conditions and council decisions under each plan gives two smaller Tests, plan to permit and permit to place, which different hands can run. It suits Ülemiste and Lasnamäe, where plans are being implemented; Linnahall has had little built (cities-19, cities-17). Whether the registers are open enough is unchecked.
- Count plans that never became places. The Tallinn register holds many: the city ended 52 stalled procedures in two weeks in November 2023 (12 in Lasnamäe) and said in April 2025 that about 100 old ones remained (cities-18, cities-19). A lapsed plan is a text with no place, the cleanest form of the gap. Check the register for successor plans or design conditions before reading an empty plot as a break.
- Read the consultation record with several synthetic readers, keep their disagreements, and test a sample with a person. Models write Readings only; the Trace is the response, with its identifier and language. Report divergence between models as data (cities-09), completeness against the official summary (cities-10) and the missing-themes and overlapping-policy errors the UK programmes report, noting that PlanAI's time saving is measured and its accuracy is not (cities-13). If personal free text is involved, ask the controller first: Greater Cambridge offered respondents an opt-out from AI summarising and about 5 per cent took it (cities-13). The survey ran in Estonian, Russian and English, so stratify the human sample by language and log any machine translation as a Reading step (cities-18, cities-10). Participation research already says the problem is often that collected data go unanalysed or unseen (cities-08).
- Test programme claims at the street. The city's own description of its participation practice (on-site displays with codes, an Engagement Code, early dialogue) is a dated Trace (cities-18). A fixed sample of sites with active plan procedures, observed in a fixed block, tests whether the claim holds at street level; notices expire, so define the display dates from the register first (cities-15). The same move will serve the Mandates method: a claim in a document, conduct on the ground.
- Keep synthetic agents to their two roles. Alter writes the 150-word Fiction from a plan passage (for Linnahall: the world where the demolition reading is true, and the world where the renovation reading is); Adversary argues the Test that the planning office or the heritage board might make. Neither supplies a Trace or a satisfaction score. The published case of simulated residents scoring their own plan (cities-11) is the design to avoid, and consensus-seeking mediation (cities-12) is a different job from reading, which keeps disagreement. The 2026 test of four models on two Greek masterplans (documents-17, held) suggests local professional positions are the Adversary's blind spot.
- Treat every model of the place as a document. A 3D model, a digital twin, a 100 m grid plan and a participation portal's map are each made by someone, with a version and interests (cities-14). Record which version each Entry uses. The grid plan is a text that generalises on purpose: test it one cell at a time with a counted walk, and name the plan's view in the header so that a boundary mismatch is not scored as a break (cities-20, cities-18, cities-01).
- Fix a snapshot date and keep a document log. Linnahall's future is due to be decided after the strategy centre reports in autumn 2026, and the building is open only as a biennale venue until 30 November 2026 (cities-17). Every new document becomes a new Entry; an event that makes a Reading moot is logged as such. Date every photograph and count: the place moves too (cities-19, cities-20).
- Care rules for the institution level and for live politics. Attribute statements to offices and dates, not persons; write Tests about documents; show a planning office the Test before publication and log its reply as an Entry, because defensive routines are the expected reaction (cities-05). Declare in the Entry header that the author's company works on participation software, and use models and prompts that are published (cities-11, cities-13). Linnahall and Malminkenttä are both contested: strong Readings are allowed, labelled, and held back until tested (cities-17, cities-20).
Ideas to take
Build the first study as a genre ladder around one place: a terms of reference or general plan (territory), a detailed plan (site), a strategy or investor presentation (institution), and the walked street (street and body). Each Entry opens with a header that names the document's genre and which of Alexander and Faludi's three views of a plan applies, so that what 'broke' means is fixed before the walk.
Changes: Adds a genre-and-view field to the Trace and Test registers. It stops one Test being applied across genres, and it answers the planner's first objection (a framework is not a promise) inside the method instead of in a footnote.
Risk: The authors of a plan may not agree on its genre (framework or binding), and a reader may pick the view that makes the Test come out as wanted. Have the outside reader set the view before the walk, and log any disagreement about genre as data.
Put a documentary step between plan and place. For one site, list the permits, design conditions and council decisions issued under each plan and compare policy text with permit (after Laurian and colleagues) before any walk. The walk then tests the permit-to-place step and the plan-to-permit step separately, by different hands.
Changes: Splits 'text against place' into two smaller Tests and gives the Trace register a routine source that is not a plan. An unbuilt or lapsed plan becomes a result, not a failure of the method.
Risk: Permit records may not be open or easy to read in Estonian or Finnish, and the step can grow into a conformance study that eats the three weeks. Cap it at one site and one afternoon per plan. Linnahall has had little built, so use Ülemiste or Lasnamäe for this idea.
Treat lapsed plans as their own class of Trace. Tallinn ended 52 stalled detailed-plan procedures in two weeks in November 2023, 12 of them in Lasnamäe, and said in April 2025 that about 100 old ones remained. For a sample of closed Lasnamäe procedures, set the plan text against the plot as it stands: what did the document promise, and what is there?
Changes: Gives the method a plan-without-place case, the cleanest form of the text-place gap, which needs no judgement about anyone's intentions. Adds 'never built' as a documented result beside held, broke and unchecked.
Risk: A closed procedure may have been replaced by design conditions or a later plan, so an empty plot is not a break. Check the register for successors before writing the Reading. Plots are privately owned, so use public documents and the street view only.
Give the consultation record its own set of Entries. Take the ideas-survey responses if the city releases them (the published summary if not), have three or more models code themes in each language, keep every divergence in the log, and have a person who did not run the models recode a stratified sample of about 40 and compare both with the city's own summary.
Changes: Gives the Adversary a measurable job and makes disagreement between models a recorded kind of data. The human recode is the Test, run by different hands from the Reading, and the official summary is itself treated as a document with a view.
Risk: The raw responses may not be public and may contain personal data, so the study may be limited to the summary. Greater Cambridge's opt-out for respondents (about 5 per cent used it) is a precedent to ask about before any model touches free text (cities-13). The benchmark papers were team efforts, so this can eat the three weeks. The author's company builds participation software; models and prompts should be neutral and published, and the interest declared in the Entry header.
Test a government programme claim at the street. The Interreg page (30 April 2026) records the city's account of its participation practice, including on-site 3D displays with QR codes at plan locations. Visit a fixed sample of sites with active plan procedures (Linnahall, Mustakivi tee, the Ülemiste Keskus area) and record whether a notice exists, in which languages, whether the code opens, and what it shows.
Changes: Shows how the Cities method tests an innovation programme's claims, and gives the Mandates method a worked model: a claim in a document, conduct on the ground. Uses fixed-time observation for the street level.
Risk: The claim may apply to only some plans, and notices come down after the display period, so absence is not a break. Fix the sample and the display dates from the register first, and accept 'unchecked' where the period has ended.
Write three Entries about single one-hectare cells of Helsinki's city-plan grid: one where the code fits the ground, one where it does not, one at a boundary. The Trace is the cell code and legend; the Reading is what the code assumes (one main use; detail left to detailed plans); the Fiction is the cell twenty years on under that code; the Test is a counted walk at fixed times and a short conversation. Tallinn's planning office says it will use a similar grid.
Changes: A small repeatable unit of text against place that does not depend on a contested decision, and a direct contribution to a method Tallinn is about to adopt. It tests a text that generalises on purpose.
Risk: The plan says boundaries are settled in detailed planning, so a mismatch is not a break: a category error unless the header names the view (first idea). If the researcher picks the cells, the choice is a Reading; draw them by a rule or by the outside reader.
Treat the Linnahall file as a moving document set. Fix a snapshot date at the start, give every new document (a council decision, a strategy-centre concept, a competition brief) and every physical change (the temporary public space) a new Entry instead of editing an old one, and add 'overtaken by events' as a reason in the failure log for Readings that a later decision makes moot.
Changes: Makes time part of the Entry: the ground and the text both move. Keeps the log honest about the difference between a Reading that broke on the ground and one that an event removed.
Risk: Adds a category to a protocol that already has three results; 'unchecked' plus a reason would do the same work. The autumn 2026 decisions may land mid-study, so plan the schedule around them.
Counter-arguments
- Planning scholars: plans are signposts, not predictions, so setting text against place misreads the genre (Alexander and Faludi, cities-01; Mastop and Faludi, documents-15, held). The method's answer is to fix the view in advance, but a scholar will say that is plan evaluation under a new name.
- Plan-evaluation researchers: conformance can be measured from permits without a walk (cities-03), and the field has called for implementation studies since the 1990s (cities-02). Holagram has to show what lived experience, the four registers and the failure log add beyond a conformance study, and to cite that work.
- Planning officers: they know the sites, they hold the negotiations that never reach the public documents, and public documents are the cleaned output. They may also read a Test as an attack on routines that exist for a reason (cities-05). Three weeks of outside reading will not tell them what they do not already know; the answer has to be a result they can check, not a stance.
- Participation scholars: the failure is often not in how responses are read but in what officials do with them, and a better reading of the record changes nothing if input has no route to the decision (cities-08). Institution-level Entries have to trace that route, or the method will be taken for an analytics tool.
- AI-in-government practitioners: the figures from government tools (F1 0.76, themes unchanged for 60 per cent of responses, an efficiency gain of about 90 per cent, 90 per cent accuracy on straightforward consultations) show synthetic readers are good enough to use for analysis (cities-10, cities-13), so barring them from Traces and confining them to Alter and Adversary looks over-cautious. The reply rests on completeness (70 per cent on substance), missing themes, tagging errors where policies overlap, the absence of published accuracy metrics for PlanAI, model disagreement (cities-09, cities-10, cities-13), and on the fact that the benchmark is itself a human summary.
- Simulation and digital-twin advocates: simulated residents can test plans cheaply at scale (cities-11), and models and sensors give a ground truth that walking cannot. Holagram's rule forbids the one thing that scales. The reply (the metrics are the simulators' own; a twin is a document with interests, cities-14) will not satisfy someone who takes lived experience to be anecdote.
- Deliberation designers: if an AI mediator can find common ground across 5,734 people (cities-12), a method that keeps disagreement unresolved can look like a refusal to decide. The reply is that mediation belongs in the process and disagreement in the reading, but a practitioner running a consultation needs the first.
- Anyone reading the Linnahall case: it is a live political decision, and a strong Reading with a Fiction attached can be taken as a political act or a prediction. The author's company works on participation software, so a study that sets models loose on consultation records will be read as product-adjacent. Care rules and a declared interest reduce this but do not remove it (cities-17, cities-05).
- Field methodologists: the place is not a stable ground. Linnahall, Ülemiste and Malminkenttä are all changing while the study runs, so a Test of an earlier text against a later place can fail for reasons of timing (cities-17, cities-19, cities-20). Dated Traces for the place and a snapshot date answer part of this.
Gaps
- No method found that ties a planning text to a walked place. Conformance studies stop at permits (cities-03); public-life studies describe place without the plan (cities-15); consultation studies concern text. The first study would be new here.
- AI in participation: no peer-reviewed evaluation of language models on planning consultation in Finland, Estonia or the Nordic countries. The evidence is US rulemaking (cities-09), a Swiss note (cities-10), UK government tools (cities-13) and one workshop study with architecture students (Zhang and others 2025, Journal of Asian Architecture and Building Engineering; seen on OpenAlex, not listed). The closest Nordic item is a 2021 Helsinki experiment that tried text analytics on open-ended Kerrokantasi answers, classifying them by topic and tone (a final report dated 30 November 2021 on the city's experiment accelerator, seen only as a search result; PDF not opened; outside the 2023 to 2026 window and not specific to land use). Searches in Finnish and Estonian for 2025 to 2026 pilots on planning feedback found nothing.
- Whether the 2,276 survey responses will be released, in what form, and when the city's analysis will be published: not found. Estonia's Public Information Act may offer a route to the responses (recalled, not checked), and free text contains personal data.
- tallinn.ee returned 403 to the fetch tool and the Tallinn Planning Register is a script page that returned no content, so no plan page, terms of reference or explanatory note was opened. The plan codes DP041900 (Linnahall 2017) and DP038610 (Ülemiste terminal) and the decision number of the 2010 Lasnamäe plan come from search-result summaries and must be confirmed in the register. The terms of reference (20 July 2026) and the Estonian Planners' Association letter (31 August 2026) were not read.
- Linnahall: no formal initiation of the plan proposed in February 2025 found; the 2017 plan's current legal status is not confirmed; the result of the strategy centre's autumn 2026 work is not yet public; the March 2026 investor presentation itself was not seen, only ERR's description; whether the heritage register entry limits the plan was not checked.
- Ülemiste: the 2026 status of the plan initiated on 15 May 2024 and of the terminal works was not found.
- Helsinki: city plan documents and decisions are mostly in Finnish; Kerrokantasi's English pages were described as forthcoming; no 2026 Malmi decision or appeal found beyond the city's own pages; the Lex Malmi outcome is not confirmed.
- Permit and building records: not checked for openness in Estonia (the national building register) or Helsinki (the permit service). The permit step in the second idea depends on them; the register names are from memory and were not checked.
- Digital twins: no critic found who tests a twin's claims against a walk or against lived experience; the Tallinn twin paper (Zarrinkafsh, Mrosla and Dembski 2024) describes technical work, not claims.
- Urban living labs, planning support systems and walking interviews were looked at (Bulkeley and others 2019; Vonk, Geertman and Schot 2005; Evans and Jones 2011; all checked on Crossref) but not listed, because they bear on method design less than the sources above; see cross_leads. Planners' own site visits: three Crossref queries found no study of how a planner's visit relates to the plan text. Fiction or art about Tallinn or Helsinki plans: no strong item found beyond the biennale, which is covered in cities-17.
- Open items for the main session (nothing was written to any task list): confirm in the Tallinn register the plan codes, the 2017 plan's status and the terms of reference of 20 July 2026; re-check Linnahall after the strategy centre reports (autumn 2026) and before fixing a study date; check whether the London Plan consultation analysis (consultation closes 15 October 2026) or the five-authority PlanAI blueprint is published; decide whether cities-13 and govai-13 should be merged; decide whether to delete the cached PDF mentioned below.
- Delete it if unwanted.