AI coding tools boost speed but pose risks to architecture and quality. Effective guardrails, disciplined workflows, and multi-model strategies are essential to sustain realise true productivity and prevent technical debt.
Discover more at https://smarterarticles.co.uk/ai-code-needs-oversight-what-actually-keeps-architecture-standing?pk_campaign=rss-feed
#HumanInTheLoop #AIinSoftware #CodeQuality #TechLeadership

AI often defaults to images of white, male, able-bodied humans, reflecting biases embedded in training data. Challenging this requires deliberate design choices that prioritise representation and diversity over convenience. Are we ready to make those choices?
Discover more at https://dev.to/rawveg/the-default-human-4e06
#HumanInTheLoop #AIethics #InclusiveDesign #BiasInAI

AI systems often excel in benchmarks but fail in real-world scenarios due to flawed measurement methods, biases, and architectural limitations. This gap erodes trust and highlights the need for more robust, transparent evaluation approaches.
Discover more at https://smarterarticles.co.uk/brilliant-on-paper-blind-in-practice-why-ai-systems-fail-us?pk_campaign=rss-feed
#HumanInTheLoop #AIlimitations #AIethics #TechTrust

The rise of autonomous AI agents will reshape digital ecosystems, legal frameworks, and society within five years. Preparing ethical, legal, and social infrastructures now is crucial to harness AI's benefits and mitigate risks. Discover more at https://dev.to/rawveg/digital-agent-frameworks-c7m
#AIinSociety #DigitalEcosystems #AIRegulation #HumanInTheLoop

"Australia remains the only liberal democracy not to have adopted its own constitutional or statutory bill of rights. Instead there is a patchwork of local laws and international agreements...The Australian commitment to human rights is always subject to political whim."
>>
https://www.theguardian.com/commentisfree/2026/jan/18/for-all-the-talk-of-australian-values-our-rights-as-citizens-and-humans-remain-fragile

Hartmut Rosa, Situation and Constellation, On the Disappearance of Human Agency
"Particularly in our professional lives – but increasingly also in our leisure time – our decision-making is prescribed in advance by guidelines and forms, algorithms and apps, right down to the smallest of details. The role of situational, sensitive consideration and judgment is being replaced by the constellation-based machine logic of execution, which we wield on a daily basis. »Agree«/»Reject« – this is how agents of action turn into executors of actions."

"...When spheres of discretion and judgment disappear and the creativity of human agency is eliminated from everyday practices of execution, we feel an increased sense of powerlessness. And as our power of judgment dwindles, so does our energy to act."
>>
https://www.suhrkamp.de/rights/book/hartmut-rosa-situation-and-constellation-fr-9783518588338

#HumanRights #citizens #dehumanisation #BillOfRights #HumanAgency #HumanAction #PowerOfJudgment #machine #algorithm #robodebt #HumanInTheLoop #HITL #HeterogeneousEnsemble #assemblage #apparatus #ToDoList #governance

Poor data quality costs organisations millions annually, but advanced automation and human-in-the-loop approaches can significantly mitigate these losses. Effective content repair enhances decision-making, trust, and operational efficiency.
Discover more at https://smarterarticles.co.uk/the-real-cost-of-bad-data-automated-repair-and-business-impact?pk_campaign=rss-feed
#HumanInTheLoop #DataQuality #AIinBusiness #ContentRepair

AI personalisation is reshaping travel, offering tailored experiences but raising critical privacy, autonomy, and serendipity concerns. Finding a balance between innovation and ethical safeguards is essential.
Discover more at https://dev.to/rawveg/ai-travel-convenience-2nke
#HumanInTheLoop #AIinTravel #DigitalEthics #Privacy

Poor JSON validation and schema drift quietly cause data failures costing enterprises millions annually. Implementing layered defence, validation, and observability strategies can mitigate these risks and improve data integrity.
Discover more at https://smarterarticles.co.uk/the-quiet-catastrophe-how-bad-json-costs-enterprises-millions?pk_campaign=rss-feed
#DataQuality #SchemaValidation #DataGovernance #HumanInTheLoop

The future of AI lies in microservice architectures, where specialised, modular models and agents work together seamlessly. This approach offers greater scalability, flexibility, and resilience, shaping the next generation of sophisticated, adaptable AI systems.
Discover more at https://dev.to/rawveg/the-microservice-mind-3j3o
#HumanInTheLoop #AIinArchitecture #ModularAI #AIInnovation

Platform transparency reports often hide more than they reveal, masking systemic errors and accountability gaps in content moderation. True transparency requires meaningful metrics, independent review, and prioritising user trust over compliance theatre.
Discover more at https://smarterarticles.co.uk/transparency-theatre-why-platform-reports-obscure-more-than-they-reveal?pk_campaign=rss-feed
#HumanInTheLoop #ContentModeration #DigitalAccountability #TransparencyTheatre

Samsung's Tiny Recursive Model outperforms giants on complex reasoning tasks, challenging the belief that bigger is always better in AI. It highlights a shift towards efficient, specialised models that democratise access and reduce environmental impact. Discover more at https://dev.to/rawveg/the-tiny-revolution-3436
#AIinEducation #AIInnovation #SustainableTech #HumanInTheLoop

Workslop, AI-generated superficial content, is flooding workplaces and eroding trust, productivity, and value creation. Despite productivity gains, it complicates quality evaluation and societal trust. Addressing this requires human critical thinking and new standards.
Discover more at https://dev.to/rawveg/the-workslop-deluge-2i3k
#HumanInTheLoop #AIdeluge #QualityOverSurface #AIinWork

[Vibe Kanban: AI 코딩 에이전트 작업을 병렬로 관리하는 칸반 보드

Vibe Kanban은 AI 코딩 에이전트(Claude Code, OpenAI Codex 등)의 작업 효율성을 높이기 위해 설계된 오픈 소스 데스크톱 애플리케이션입니다. 이 애플리케이션은 격리된 Git 작업 트리를 통해 병렬 작업을 안전하게 관리하고, 다양한 AI 코딩 도구를 통합하여 시각적 코드 리뷰와 칸반 보드 기반의 워크플로우 관리를 제공합니다.

https://news.hada.io/topic?id=25688

#aicoding #opensource #gitworkflow #kanbanboard #humanintheloop

⚠️ AI đang phát triển nhanh hơn khả năng hiểu của lập trình viên, tạo ra rủi ro mất kiểm soát. Các cơ quan cần duy trì vai trò con người, không để AI tự quyết. Đảm bảo giám sát, an toàn công nghệ. #AI #ArtificialIntelligence #CôngNghệ #LậpTrình #AnToàn #HumanInTheLoop #Agency #HumanOversight

https://www.reddit.com/r/programming/comments/1q6l8pn/agency_must_stay_with_humans_ai_velocity_risks/

The metadata crisis reveals how platforms struggle with user-generated tags, impacting discoverability and revenue. Automation, privacy concerns, and standards are key to improving accuracy and trust in an era of AI-generated content.
Discover more at https://smarterarticles.co.uk/the-metadata-crisis-how-platforms-tag-what-users-ignore?pk_campaign=rss-feed
#HumanInTheLoop #Metadata #AIinContent #ContentDiscovery

I've seen articles on LLMs asking if we'll ever grow beyond "human in the loop". Regardless of whether you are skeptical or critical of LLMs, as I am, the answer is a firm no, for one very simple reason:

***Only human beings can decide for themselves what they want.***

It's not about our abilities. It's about our values and desires. LLMs, and all technologies in general, are tools that we create to aid us in getting what *we* want. And what we want changes as we grow and learn. If we use a technology for determining what we want for us, we give away our power over our own lives and allow a usurper to step in.

"The buck stops here," in the human spirit.

#LLM
#GenAI
#HumanInTheLoop

polihedge (@polihedge)

사용자가 지난달 @polihedge가 제공한 문서를 업로드했더니 @PPLXfinance의 판단이 틀렸고 Polihedge가 옳았다는 결과가 나왔다고 보고. 작성자는 @perplexity_ai(Perplexity)가 실패했다며 AI 결과에 인간 검증이 필요하다는 점을 강조함.

https://x.com/polihedge/status/2003549274546798841

#perplexity #factchecking #humanintheloop #finance #polihedge

Invisible Technologies just announced a 20× revenue jump as AI labs scramble to hire its human‑in‑the‑loop workforce. The ex‑McKinsey‑backed firm is scaling data‑labeling and AI‑training pipelines, backed by fresh venture funding. How this model reshapes machine‑learning development is worth a read. #InvisibleTechnologies #AIlabs #HumanInTheLoop #DataLabeling

🔗 https://aidailypost.com/news/invisible-technologies-posts-20x-revenue-growth-ai-labs-hire-its

ACE unveils a new AI platform that embeds human‑in‑the‑loop controls and robust guardrails across the SDLC, leveraging AWS and Azure. Built with Xebia’s open‑source ethos, it aims to keep AI trustworthy while boosting productivity. Curious how this balance works? Dive into the details. #AI #HumanInTheLoop #Guardrails #Xebia

🔗 https://aidailypost.com/news/ace-launches-ai-system-humanintheloop-controls-guardrails

Das #bpkFotoarchiv der @kulturSPK erprobt seit 2024 #KI-gestützte Erschließungsmethoden, um seine mehr als 12 Millionen Bildmotive besser zugänglich und nutzbar zu machen.

Stefan Geiser beschreibt in der neuesten Ausgabe der Zeitschrift #RundbriefFotografie konkrete Methoden, und geht auf Chancen und Grenzen der neuen Technologie ein: https://doi.org/10.1515/rbf-2025-4005

#humanintheloop