Daemons
AI today lives in browser tabs. Isolated from your devices, your data, and the physical world. Your phone can't talk to your laptop. Your sensors have no brain. Your conversation history is trapped on someone else's servers. And every new AI tool is another app, another login, another silo.
Immigo
International students and immigrants in Italy face significant administrative challenges when applying for their Permesso di Soggiorno, renewing it, applying for ISEE, applying for Insurance, requestion for possible scholarships. The process is fragmented, manual, and inconsistent across provinces and also the processes are different and have loads of ambiguity for different countries. Applicants must collect paper-based kits, navigate multiple institutions, pay unclear fees, and wait months for processing. Delays often exceed 6–7 months, restricting travel, facing health risks, and missing universities or scholarship and work opportunities are possible.
APPIA
Industrial SMEs in Europe face fragmented and opaque supply chains, forcing them to trade off between price competitiveness, transparency, and operational convenience. This issue is particularly critical for consumable and recurrent materials, where frequent purchasing amplifies inefficiencies, costs, and lack of visibility.
Needed Skills
Spacely
Physical property visits are one of the most time-consuming parts of real estate transactions. On average, agents and clients spend 40-60 hours per deal on visits, while up to 70-90% of these visits do not lead to a transaction. Coordinating schedules between agents, property owners, and clients creates delays, and buyers are often limited to 1-3 property visits per day due to travel constraints. For cross-city or international clients, the process becomes even more inefficient due to travel costs, time pressure, and logistical complexity. As a result, agencies face higher operational costs, slower deal cycles, and lost opportunities.
Needed Skills
Q Translations
Q translations is aimed to help businesses and individuals to translate pictures with text and documents quickly and with high quality
Needed Skills
Cinelysis
Film studios, streamers, and video creators can already measure what audiences do: - where viewers stop watching - which scene loses retention - how long people watch - where engagement drops But they still cannot reliably explain why it happens. This is the problem. Current tools usually do one of these: - analytics tools tell you where viewers dropped - script consultants tell you what they think is weak - editors can improve pacing manually - test audiences give vague feedback like “it got boring” or “something felt off” But nobody combines all of this into one machine-learning system that can say something like: “Viewer attention dropped here because dialogue density increased, narrative uncertainty stopped progressing, visual rhythm slowed, and emotional stakes were not reinforced.”
Needed Skills
PsychMatch
Therapeutic outcomes in Italy are heavily influenced by early alliance formation, yet current private and public psychotherapy markets lack structured tools to predict compatibility and reduce early dropout. • Private Market Switching: ~15–20% of patients consult multiple therapists before committing. • Early Dropout: 20% average; up to 40% in public centers (CSM). • Critical Window: Dropout risk increases by 50% if alliance is not solidified by sessions 2–4. • Financial Impact: Private practices lose €1,200–€1,400 per early dropout plus referral value (~€3,000). Public centers waste ~€450 per intake. Sources: Psicoterapeuti In Formazione (2024), CNOP, PMC/Frontiers in Psychology Scientific Foundation Alliance Variables Building on Edward Bordin’s framework, alliance expands to 7 measurable variables: Goal Alignment Task Agreement Emotional Intensity Tolerance Structure vs Exploration Preference Pace of Change Therapist Directiveness Interpersonal Warmth Hidden but critical variables include: • Problem-Solving vs Self-Understanding • Autonomy vs Guidance Expectation • Psychological Language Tolerance • Emotional Exposure Threshold • Hope vs Realism Orientation Readiness for therapy (Prochaska & DiClemente) predicts dropout independently of match: • Pre-contemplation → high dropout risk • Contemplation → ambivalence • Preparation → productive engagement • Action → active engagement • Maintenance → stabilizing changes
Needed Skills
Green Brake Pad
Materials such as copper and brass are used in automotive brake pads to improve braking performance. However, during the braking process, friction and the resulting increase in temperature cause small particles of the brake pad to wear off and disperse into the environment. Research has shown that these particles can be harmful to the environment. They may accumulate on road surfaces and, through rainfall, can be transported into groundwater, leading to the contamination of water resources. In addition, inhalation of these particles may increase the risk of respiratory diseases and respiratory cancers in the long term. Therefore, replacing these materials with eco-friendly alternatives is highly important. At the same time, the new material must maintain desirable braking performance and adequate shear strength, while also ensuring that the final product cost remains lower than that of conventional brake pads containing copper and brass.