Don't Wrap OpenTelemetry — You're Probably Hurting More Than Helping

OpenTelemetry: A Guide to Observability with Go | Blog

Modern applications are often complex, distributed systems. Debugging them is not fun: you have to follow requests across services, logs get lost, and metrics are often hard to correlate. It's like looking for a needle in a haystack - except the haystack is on fire, and the needle keeps moving. This is where OpenTelemetry (OTel) can help.

open-telemetry/semantic-conventions

Defines standards for generating consistent, accessible telemetry across a variety of domains

[Proposal] Adding OpenTelemetry Trace Support to MCP · modelcontextprotocol modelcontextprotocol · Discussion #269

Pre-submission Checklist I have verified this would not be more appropriate as a feature request in a specific repository I have searched existing discussions to avoid duplicates Your Idea Abstract...

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Sensing with the sun: A short introduction to a sensor story within communities

Update: The original piece, published on 23 May 2025, was updated on 14 May 2026 to include developments from the community of practice working with open-source sensors, which will be presented at upcoming events from 15 to 25 May. Find out more below.Sensing with the sun – continues!After our successful “Sensing with the sun” sharing session in 2025, the open-source sensor community is back! From 15 to 24 May, practitioners from the Global Majority and friends will share innovative ideas in workshops, talks and tests during three events – GIG week, re:publica and the Open Hardware Summit – in Berlin, Germany. Not around or reading this too late? No worries, you can find out more online and become an active contributor any time.What is this all about?Since 2022, the Local Networks Initiative (LocNet) has facilitated exchange and collaboration to innovate sensor-based technologies for the needs and visions of rural and remote communities. This makes connection and communication through digital networks more meaningful on the ground. In LocNet’s community of practice (CoP) “Tech Together”, we facilitate hands-on dialogues for inclusive and open technologies. Bring yours or join already existing spaces of sharing and co-creation.Featured technologies in 2026 in presentations and practitioner circlesSEMEA-TEC | Brazil: This initiative is all about low-cost social technologies for family farming, including an electric fence monitoring system to mitigate wild boar invasions and autonomous environmental monitoring of mushroom greenhouses. SEMEA-TEC is a good starting point to find out more about LoRa communication and distributed sensing systems.OSPIT | Germany/Indonesia/Portugal: Here comes a solar-powered solution for automated irrigation and monitoring of micro-climates, making watering more efficient and reliable, targeted for crops of local farming projects. What’s more, OSPIT is also a customisable solar charge controller, a Wi-Fi access point for off-grid permaculture projects, and a power source for additional sensing tools.Sootmap project | Nigeria: Learn how local communities in the Niger Delta report and mobilise against the notorious air pollution impact of oil flaring. Using community engagement and open technologies to monitor particle matter can be a powerful tool for advocacy and environmental justice.senseBox:bike | Brazil/Germany: This is an initiative to collect data while cycling across Brazil, France and Germany. Attached to almost any bicycle, this open-source device helps local bike communities gather evidence on cycling conditions – including overtaking distance, surface quality, air pollution and speed – and advocate for safer and better urban cycling infrastructure.HERMES | Brazil/Mexico: Digital data communication over HF radio through HERMES is an actionable alternative to the internet. It can provide backhaul for data sharing while at the same time helping to fulfil human communication needs in remote and rural areas in an affordable and resilient way. Users can talk and share digital information (audios, photos, data) over the airwaves over hundreds of kilometres.Join us in “Tech Together”You liked what you saw in Berlin and want to stay in touch? Or did you miss it, unfortunately? Join the community of practice to learn, share, replicate or co-create. Send an email to: sensor-cop@apc.orgWhat happened in 2025"If a tree falls in a forest and there’s no one around to hear it, does it make a sound?" This philosophical question of the 18th century about perception, observation and existence can also be observed in the pressing real-world problems of many remote and Indigenous communities in 2025. Is the Tapajós river in the Brazilian Amazon really polluted by illegal gold mining if the local river dwellers cannot prove it? Are communities in the oil-producing Niger Delta region of Nigeria really suffering from gas flaring if there are no public statistics documenting it? Are changes in micro-climate in Western Java undermining food security if no local weather data is recorded? The answer is three times yes. But unlike the 18th century, nowadays sensors can be put at the service of those affected to empower local voices in their pursuit to detect and document socio-environmental violations – in such a way that governments and corporations cannot refuse to recognise the problem.Until quite recently, environmental sensors have been expensive and hard to use, but the rise of low-cost devices with open-source software to control them, along with open data platforms to share and compare information, have created many possibilities to measure and interact with the world surrounding us. Commercial ready-made sensors are widely promoted for purposes from protecting homes from burglars to remotely cultivating ornamental plants in an apartment, yet these only represent a tiny share of relevant and replicable use cases. Beyond these gadgets there is a movement going on among people: a creative and needs-based appropriation of such technologies.An ongoing explorationCommitted to ensuring that the needs and visions of communities should guide the design and implementation of technologies, the Local Network Initiative (LocNet) led by APC and Rhizomatica supports the participatory exploration and development of practical sensor solutions. In a first phase, LocNet engaged in a dialogue to learn more about the demand for digital local services in communities. Agriculture and environmental monitoring as well as territorial defence are some of the fields pointed out as promising for localised applications of sensors.To encourage autonomous and sustainable use of sensors, LocNet also supports the development of open hardware. A concrete example is the OMPPT charge controller; its circuit board has already been customised for the integrated and remote use of sensors and relays in an automated irrigation solution. The OMPPT can also be a foundational building block to directly gather and process data from other smaller solar-powered sensor boards (e.g. ESP32) covering bigger areas of agricultural lands or territories to monitor. Considering the nature of most communities benefiting from sensor technologies and the challenges many of them face in terms of power supply, solar-powered sensors are an ideal solution to ensuring that even the remotest of places with limited power infrastructure can make meaningful use of sensors.Success stories and pilot experiences from Nigeria, Indonesia and ColombiaAn example of a successful sensor use case is the work of the Media Awareness and Justice Initiative (MAJI) in Nigeria. MAJI is based in Port Harcourt, which is at the centre of some of the most polluting terrestrial oil extraction on the planet. To help local communities taking action against polluters with real evidence that can hold up in court, solar-powered community-based sensors monitor the air quality in areas affected by gas flaring, as a means of documenting the conditions that are harmful to health.Another sensor project being developed is the use of local weather stations in Indonesia which combine a set of wind, rain, temperature and humidity sensors with community-centred connectivity solutions to monitor micro-climates in areas still not covered by state meteorological stations. This citizen-science approach will contribute to the creation and sharing of baseline data, which will be exchanged with national and international stakeholders working on the mitigation of climate change. Further, the participating rural communities will obtain a local digital infrastructure that can be extended for the hosting of other digital services related to agriculture, education, communications and disaster relief. In Colombia, Colnodo has developed an Environmental Monitoring Kit to monitor air and water quality and sound pollution. The kit was piloted and sent to Red INC community networks and Jxa'h Wejxa Casil network. These communities tested the devices, their management and data transmission, evaluating the user experience within their territories. This participatory approach was able to identify a need for community support and capacity building in the use of the devices and planning for their use with more efficiency in the community's daily life. Processes like these place communities as the protagonists of their own community environmental monitoring, promoting the collection and analysis of environmental data for decision making.Photo: MAJI

OpenAI Developers on Twitter / X

Today we’re announcing Open Responses: an open-source spec for building multi-provider, interoperable LLM interfaces built on top of the original OpenAI Responses API.✅ Multi-provider by default✅ Useful for real-world workflows✅ Extensible without fragmentationBuild… pic.twitter.com/SJiBFx1BOF— OpenAI Developers (@OpenAIDevs) January 15, 2026

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