#Scaffolding

#DailyPhoto2026
40. Rebel

🧠 They've tried all sorts of signs and obstacles to stop people cycling on this path and I was lucky enough to catch this rebel on his way past a fairly recent sign. This one is definitely more about capturing a moment that a beautiful picture.

⭐ I like that it's quite chaotic with the overgrown patch on the left, boarding and scaffolding on the right and more signs of temporary construction ahead, as well as the cyclist and runner passing that sign at the perfect time!

➡️ I hate the editing on it but I can't get it any better. It's almost maximum exposure and still looks dull. Fiddling with other settings doesn't seem to do much. Basically my camera settings were way off - too much to get anything better out of.

#photography #mirrorless #Glasgow #cosntruction #cowcaddens #scaffolding #framing #cyclist
#DailyPhoto2026
36. I ❤️ Framing

🧠 I see this on my way from work to the subway station. I looked up at the right moment to see the Dundas Court building framed perfectly in a mixture of motorway support columns and scaffolding.

⭐ I like the mess of leading lines and mixed framing. It might be the one I've managed to avoid overediting best recently...

➡️ I need to learn how to pick out the sky better as the automatic masking in lightroom included part of the white building as sky and I would have done a bit more with the lighting there.

#photography #mirrorless #Glasgow #GFT #cinema #neoclassical #greekrevival #davidhamilton #cowcaddens #scaffolding #framing
2026-01-26

Retention and completion in online learning: recommended strategies for improvement

Why learner support is the heart of an effective program

If you are designing an online or blended program for busy professionals, the single most powerful lever you control is how you support learners.

When support is strong, people are more likely to stay in the program, complete activities, and actually change what they do in practice.

When support is weak or confusing, even well designed courses with great content lose many if not most learners along the way.

The three layers of support you need

You can think about learner support as three layers that reinforce each other.

  1. Institutional support that makes it possible for people to participate.
  2. Facilitator support that guides learning week by week.
  3. Peer support that turns a group of individuals into a learning community.

For professional development, all three layers matter, because participants are usually working full time, may be coping with professional and personal crises, and trying to apply learning in messy real-world contexts.

Institutional support: remove friction and signal that people matter

Formal education studies show that institutional support is the top factor leaders associate with online course completion. Learners themselves say that the absence of support matters (although what learners perceive may not always be useful).

For professional development, the same holds, with a few practical priorities.

Design for these.

  1. Clear onboarding. One simple, concrete explanation of what the program is for, what time it will take, what the main milestones are, and what support is available.
  2. Early interventions. Use simple data, such as missed activities or logins, to spot people who are falling behind, and reach out with short, human messages that ask what is happening and how you can help.
  3. All the time support. Offer at least one channel where participants can ask questions at any point, for example an email address, messaging group, or simple help desk, and respond quickly with practical answers.
  4. Realistic policies. Align deadlines and expectations with the reality that people are working, caring for others, and responding to emergencies, for example by allowing extensions for workload peaks, not just medical reasons.
  5. Support for facilitators. Provide facilitators with training, mentoring, and simple tools so that they can give good support without burning out.

In an international online professional development program for teachers, for example, adding personalized support such as short one-to-one sessions and encouragement messages increased completion rates by about ten percent for some groups.

Instructor support: scaffolding learning so no one is left alone

Research with university students shows that learners in online courses expect instructors to help them feel connected, understand what to do, and stay on track, and that weak instructor presence is linked to withdrawal.

In professional development, instructors or facilitators play a similar role, but with more emphasis on helping people apply ideas in their own context.

This is where scaffolding comes in.

Scaffolding means giving targeted support that helps learners do something today that they would not yet manage alone, then gradually reducing that support as they gain confidence and skill.

Here are five practical scaffolding moves you can build into your program.

  1. Start strong with procedural guidance. At the beginning, be very explicit about how to use the platform, where to find things, what a successful piece of work looks like, and how to ask for help.
  2. Use regular, short check ins. Weekly announcements, quick videos, or short written updates help participants know what to focus on next and reduce the sense of being lost.
  3. Give timely, formative feedback. Comment on early attempts while there is still time to adjust, focusing on specific behaviours that are within the learner’s control, and point them to next steps rather than only judging.
  4. Anticipate pressure points. Increase guidance and availability before key deadlines, because research shows that this is when learners feel the most stress and are at higher risk of dropping out.
  5. Fade support as people progress. As the group gains experience, shift from detailed instructions to open questions, peer advice, and reflection so that they take more responsibility for their own learning.

In an online leadership course, for example, students described scaffolding as a kind of coaching, where lecturers monitored engagement, encouraged them, corrected misconceptions, and gave direction when needed, which helped them persist and complete.

Peer support: building a community that carries learners through

Multiple studies of online and blended learning find that peer interaction is one of the strongest predictors of engagement and persistence, especially in intensive or demanding programs.

In professional development, peers also bring real world experience, local knowledge, and emotional support that no central team can fully provide.

To make peer support work, you need to design it.

Concrete peer structures you can use include:

  1. Small, stable groups. Place participants in small teams that stay together, so that they can get to know each other and feel safe enough to share challenges.
  2. Peer learning tasks. Ask peers to review each other’s plans, case examples, or reflections using simple guiding questions or checklists, so that feedback is focused and constructive.
  3. Shared problem solving. Use forums or live sessions where participants bring real problems from their practice, and others suggest options, share similar experiences, and adapt ideas together.
  4. Peer mentors. In longer programs, involve experienced alumni or more advanced participants as peer mentors, which has been shown to support both mentees and mentors.

A grounded theory study of an authentic online professional development program found that learning happened in a web of interactions where peers and mentors were central, and content and technology played a supporting role, which is directly applicable to professional communities of practice.

Translating formal education evidence to professional development

Most of the detailed evidence on retention and support comes from higher education students. Nevertheless, some patterns make sense for professional development, if you adjust for context.

Here are three insights from higher education that apply to in-service professional development:

  1. Many adults underestimate the time and effort that online learning will require, so you need to help them plan and manage time, not only give them content.
  2. Clear structure and signalling of what matters this week reduce cognitive load and make it easier to fit learning around work and family.
  3. Emotional connection and a sense of belonging are just as important for professionals as for students, because feeling part of something bigger makes it easier to keep going when life is difficult.

Online professional development reviews also point to some specific needs of professionals.

  1. Relevance and authenticity. Adults stay engaged when activities are directly tied to their real work and invite them to try things out and report back.
  2. Flexibility with accountability. Professionals value flexible timing, but completion improves when there are clear milestones, visible progress, and light touch reminders.
  3. Pathways for application. Support should include help in adapting ideas to local constraints, for example through coaching, team based projects, or mentoring, not only through individual reflection.

Designing your next program with support at the center

When you design or redesign a program, start by sketching the support system, not only the curriculum.

Ask yourself three practical questions.

  1. How will participants experience institutional support from the moment they hear about the program until after it ends?
  2. How will facilitators scaffold learning over time so that no one is left alone at the hardest points?
  3. How will peers help each other to stay motivated, solve problems, and turn ideas into action?

If you can give clear, concrete answers to those questions, grounded in the evidence above, you will have moved a long way toward an effective, humane program that busy professionals can complete and use in practice.

References

da Rosa Ferrarelli, L., 2015. Online scaffolding in a fully online educational leadership course. Journal of Open, Flexible and Distance Learning, 19(2), pp.24–35. (Repository record, no DOI reported.) Available at: https://researchcommons.waikato.ac.nz/items/94bfea8f-a990-4509-b7e6-b93c1a20949e.

Leary, H., Dopp, C., Turley, C., Cheney, M., Simmons, Z., Graham, C.R. and Larsen, R., 2020. Professional development for online teaching: A literature review. Online Learning, 24(4), pp.254–275. Available at: https://doi.org/10.24059/olj.v24i4.2198.

Muljana, P.S. and Luo, T., 2019. Factors contributing to student retention in online learning and recommended strategies for improvement: A systematic literature review. Journal of Information Technology Education: Research, 18, pp.19–57. Available at: https://doi.org/10.28945/4182.

Roddy, C., 2017. A grounded theory of professional learning in an authentic online professional development program. International Review of Research in Open and Distributed Learning, 18(7), pp.141–160. Available at: https://doi.org/10.19173/irrodl.v18i7.2923.

Roddy, C., Amiet, D.L., Chung, J., Holt, C., Shaw, L., McKenzie, S., Garivaldis, F., Lodge, J.M. and Mundy, M.E., 2017. Applying best practice online learning, teaching, and support to intensive online environments: An integrative review. Frontiers in Education, 2, 59. Available at: https://doi.org/10.3389/feduc.2017.00059.

Sadki, R. (2024). Why asking learners what they want is a recipe for confusion. Reda Sadki. https://doi.org/10.59350/6z9yb-r4b94

Sadki, R. (2025). Online learning completion rates in context: Rethinking success in digital learning networks. Reda Sadki: Learning to make a difference. https://doi.org/10.59350/qadwd-87309

Sadki, R. (2025). The great unlearning: notes on the Empower Learners for the Age of AI conference. Reda Sadki. https://doi.org/10.59350/859ed-e8148

Sharman, R., 2015. A model of peer learning incorporating scaffolding strategies. Doctoral dissertation, Virginia Polytechnic Institute and State University. (No DOI, institutional repository.) Available at: https://vtechworks.lib.vt.edu/server/api/core/bitstreams/2d867c26-49b0-4474-b7f3-11d452e7d9bd/content.

#completion #facilitatorSupport #FactorsContributingToStudentRetentionInOnlineLearningAndRecommendedStrategiesForImprovement #peerSupport #professionalDevelopment #retention #scaffolding
Factors contributing to student retention in online learning and recommended strategies for improvement

[Show GN: FastAPI-fastkit: Python & FastAPI 입문자를 위한 올인원 프로젝트 스캐폴딩 도구

FastAPI-fastkit은 Python과 FastAPI 입문자를 위한 프로젝트 스캐폴딩 도구로, 대화형 CLI를 통해 프로젝트 생성, 의존성 설치, 라우트 추가 등을 자동화합니다. FastAPI의 진입 장벽을 낮추고, 다양한 템플릿과 기능을 제공하여 개발 생산성을 높입니다.

news.hada.io/topic?id=26043

#fastapi #python #developertools #scaffolding

2026-01-19

[Перевод] Рекурсивные языковые модели (RLM) – парадигма 2026 года

Команда AI for Devs подготовила перевод большого исследовательского материала о рекурсивных языковых моделях (RLM). Авторы разбирают, почему простое увеличение контекстного окна больше не решает проблему долгоживущих агентов, и показывают альтернативу: обучение моделей активному управлению собственным контекстом через context folding и под-LLM. Статья основана на обширных экспериментах и даёт практический взгляд на то, каким может быть следующий шаг в развитии LLM-агентов.

habr.com/ru/articles/985628/

#агенты #llm #scaffolding #rlm #agent #agentic_ai

Swansea’s half‑finished Copr Bay car park finally shows progress as scaffolding comes down

The long‑delayed multi‑storey, sitting directly opposite Swansea Arena, is at last showing visible signs of progress after months of frustration. The project was thrown into chaos when the original contractor went into administration, leaving the council with a part‑completed shell and a tangle of legal and contractual hurdles to clear before work could restart.

Scaffolding starts to fall after months of delays

Workers from Andrew Scott Ltd, the Swansea‑based firm brought in to rescue the scheme, remain on site carrying out remedial and finishing works. The council says the car park is now on track for completion by early summer, with all remaining work being delivered at no extra cost to taxpayers.

Council Leader Rob Stewart said seeing the scaffolding come down marked a turning point in one of the most difficult chapters of the Copr Bay development.

Cllr Rob Stewart said:

“It’s been hugely frustrating that we were left with a half‑finished structure when the previous contractor failed. Despite the setbacks, we’ve kept the project moving and are on track to complete the work by the early summer.”

A project stalled by a contractor collapse

The car park was originally being built by Buckingham Group before the company went into administration, halting progress overnight. The collapse left Swansea Council with a half‑finished structure and months of legal and contractual work before a new contractor could be appointed.

Andrew Scott Ltd took over the site in 2024, tasked with completing the remedial work, fire protection, weather‑proofing and external finishes left incomplete by the previous contractor.

Two people walk past the Copr Bay car park as scaffolding is removed and protective sheeting remains in place. (Image: Swansea Council)

Retail units on Cupid Way back on the market

Below the car park, the retail units on Cupid Way — the new pedestrian link between the arena bridge and the city centre — are now being remarketed. Businesses originally lined up for the units are being contacted again to see if they still want to take space, with the council anticipating that some could move in as early as the spring.

A key piece of the Copr Bay district

The car park is one of the final unfinished elements of Copr Bay Phase One, which includes the arena, the yellow bridge over Oystermouth Road, Amy Dillwyn Park and new apartments and commercial units.

Once the new car park opens, the ageing St David’s multi‑storey is expected to be demolished as part of the wider regeneration of the area.

Cllr Stewart said completing the structure would help bring “more activity and life” to the district and support local businesses as the area continues to grow.

Related stories from Swansea Bay News

Council says incomplete Copr Bay car park to open by end of year
Earlier assurances from the council that the unfinished structure would still open on schedule.

Council appoints new Copr Bay contractor
Andrew Scott Ltd confirmed as the firm brought in to rescue the stalled project.

Council holding talks with new contractors after Buckingham goes into administration
The scramble to find a replacement builder after the original contractor collapsed.

Construction company behind Swansea’s new arena goes into administration
Buckingham Group’s collapse sent shockwaves through major UK projects, including Copr Bay.

Key workers start to move into Swansea’s affordable Copr Bay apartments
Progress elsewhere in the district as new residents moved into the development’s housing.

#AndrewScottLtd #BuckinghamGroupContracting #carPark #CllrRobStewart #construction #CoprBay #CoprBayCarPark #CupidWay #multiStoreyCarPark #scaffolding #Swansea #SwanseaCityCentre #SwanseaCouncil
Copr Bay car park building with scaffolding taken down but exterior still covered in white protective plastic sheeting.Two people walking in front of the Copr Bay car park, which has its scaffolding down but is still wrapped in white protective plastic sheeting.
Hacker Newsh4ckernews
2025-12-31
2025-12-15

AI, Mastery, and the Barbell of Cognitive Enhancement

In the typical Hollywood action movie, a hero acquires master-level skill in a specialized art, such as Kung Fu, in a few power ballad-backed minutes of a training montage. 

In real life, it may seem self-evident that gaining mastery takes years of intense, deliberate, and guided work. Yet the perennial optimism of students cramming the night before an exam tells us that the pursuit of a cognitive shortcut may be an enduring human impulse.

It is unsurprising, then, that students—and many adults—increasingly use the swiftly advancing tools of AI and Large Language Models (LLMs) as a shortcut around deeper, more effortful cognitive work. [...]

languageandliteracy.blog/ai-ma

2025-12-11
Construction workers on elevated scaffolding perform maintenance tasks with precision and teamwork, highlighting industrial safety and collaboration.
#construction #scaffolding #industrialsafety #teamwork #occupationalhealth #workers #maintenance #silhouettes #labor #highcontrast #helmet #tools #elevatedplatform
Four construction workers wearing helmets and safety gear working on a raised platform with tools and railings, silhouetted against a bright background.
2025-12-04

Hong Kong đang khẩn trương gỡ bỏ lưới che giàn giáo tại các công trình xây dựng, một tuần sau vụ cháy chung cư kinh hoàng tại Tai Po. Biện pháp này được thực hiện nhằm tăng cường an toàn phòng cháy chữa cháy sau thảm kịch.

#HongKong #CháyChungCư #AnToànXâyDựng #TháoGiànGiáo #TaiPo
#HongKong #BuildingFire #ConstructionSafety #Scaffolding #TaiPo

vtcnews.vn/hong-kong-dong-loat

Scaffolding RentalScaffoldingRental
2025-12-03

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#rthk:
"
.. three men, .. arrested for alleged manslaughter amid suspicions that construction materials put up around the building did not meet fire safety standards.
"
"“We found Styrofoam .. installed outside some windows on each floor near the lift lobby,” Chung said. “Everyone knows this material is inflammable…”"

news.rthk.hk/rthk/en/component

27.11.2025

#bamboo #Bambus #Baugerüst #China #Hongkong #Feuer #fire #flammable #Großbrand #Hochhaus #Renovierung #Sanierung #scaffolding #WangFukCourt

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