Insights
Articles, analyses and guides on AI, Cyber Security, Open Source, Digital Health.
Admina: Open Source framework for AI governance
Admina v0.9.0 released (23 April 2026): Apache 2.0 Open Source framework for AI governance, created by Stefano Noferi and sponsored by noze. Python SDK + Rust proxy, 4 governance domains, ~6µs overhead, 700+ tests.
OISG: noze adopts the paradigm for autonomous AI systems
noze adopts OISG (Open, Intelligent, Secure, Governed), the architectural paradigm proposed by Stefano Noferi for the design and governance of autonomous AI systems. Four interdependent pillars that translate into concrete benefits for products, solutions, partners and clients.
Innovation Management, R&D and Industry 4.0/5.0: an integrated approach
How innovation management, research and development and the Industry 4.0 and 5.0 paradigms intersect to guide the technological transformation of organisations.
Linux 7.0: the kernel changes its number
The Linux kernel moves to version 7.0. No technical revolution: it is a numbering choice. But under the surface, Rust, io_uring and support for emerging architectures are consolidating.
CISOs: why automated vulnerability assessment cuts costs by up to 45%
IBM, Verizon and Ponemon data prove that security automation slashes breach time and costs. Here is how a CISO can act now.
DPOs: how automated compliance cuts operational costs by 80%
With over EUR 4.5 billion in GDPR fines issued and the AI Act in force, DPOs need integrated tools. The numbers speak for themselves.
Compliance Managers: non-compliance costs 2.7 times more than compliance
The Ponemon Institute certifies it: investing in an integrated compliance platform costs 2.7 times less than bearing the consequences. Numbers, trends and solutions.
CyberScan: vulnerability assessment and NIS2 compliance platform launch
noze announces the launch of CyberScan, a cloud vulnerability assessment and NIS2 compliance platform for Italian SMEs. Access by invitation and on request, then verified registration.
EHDS towards 2027: Health Data Access Bodies, data permits and the build-out of European secondary use
One year after the EHDS Regulation entered into force: the state of preparedness for the first obligations (March 2027), the construction of national Health Data Access Bodies, the work on data permit procedures and on HealthData@EU infrastructure.
EU AI Act — what changes from August 2026
A clear overview of the new EU rules on artificial intelligence and what companies need to do before the deadline.
Tutorial: opencode on a remote server via SSH for Linux ops
Using opencode (opencode.ai) inside an SSH session for log triage, package audit and small maintenance tasks on Linux servers. Human-approval flow, no secrets in prompts, preventive backup.
Medical software and AI: the global state of certifications in 2026
Overview of software as a medical device certifications worldwide, spanning EU MDR, FDA, MHRA and the regulatory challenge posed by the growing adoption of artificial intelligence.
NVIDIA GB10: local AI arrives on the desktop with 128 GB unified memory
The NVIDIA GB10 Grace Blackwell Superchip brings compact desktop workstations (NVIDIA DGX Spark, Lenovo ThinkStation PGX) with 128 GB of unified memory and 1 petaFLOP FP4 for on-premise fine-tuning and inference of models up to 200 billion parameters. noze adopts them as a reference platform for its on-premise AI products.
noze. Open Intelligence, Secure Governance
The payoff that gives a name to over 25 years of AI and Cyber Security built together, by the same team, on the same projects.
openEHR, FHIR and CDA: differences, complementarities and coexistence
Three different models for representing healthcare data: CDA R2 for the archival document, FHIR for transactional exchange, openEHR for native persistence with clinical governance. Comparison on data model, query, governance and adoption.
MLflow update: mature MLOps, from tracking to model serving
MLflow 2.x consolidates the ML lifecycle: tracking, model registry, deployment, evaluation. MLflow Deployments for REST serving, Kubernetes and cloud provider integrations.
Clinical RAG with open source LLMs: on-premise architectures for diagnostic support
Retrieval-Augmented Generation applied to diagnostic support with open source LLMs (Llama, Mistral, Gemma, DeepSeek, BioMistral, Meditron), integration with FHIR and DICOM, on-premise deployment, EU AI Act and MDR compliance.
Git: twenty years of distributed version control
Twenty years since Linus Torvalds' first commit (April 2005). From kernel development tool to de facto standard: GitHub, GitLab, worktree, sparse checkout and partial clone.
European Health Data Space: Regulation (EU) 2025/327 and the new European health data frame
The European Health Data Space Regulation, published on 5 March 2025 and in force from 26 March 2025. Primary use, secondary use, Health Data Access Bodies, MyHealth@EU, HealthData@EU and the application calendar.
Apache HTTP Server: thirty years of the open source web server
Thirty years since the first release of Apache HTTP Server (1995). From patches on NCSA httpd to founding project of the Apache Software Foundation: HTTP/2, event MPM, mod_proxy and the Nginx challenge.
A2A: Google's Agent-to-Agent protocol
Google Cloud announced A2A at Next '25 on 9 April 2025: an open Apache 2.0 protocol for interoperability between heterogeneous agents. Agent Card, task lifecycle, HTTP + SSE messaging, 50+ partners.
Tutorial: Goose with a read-only MCP server on anonymised FHIR metadata
Block's Goose configured with a custom MCP server exposing read-only metadata of an anonymised FHIR bundle. Local LLM via Ollama, directory isolation, use of test datasets.
NVIDIA DGX: the integrated platform for AI training and inference
Evolution of NVIDIA DGX platforms: from DGX-1 (2016, P100) to DGX-2 (2018, Volta + NVSwitch), DGX A100 (2020), DGX H100 (2022), DGX GH200 (2023), GB200 NVL72 (GTC 2024) and GB300 NVL72 / DGX Station announced at GTC on 18 March 2025. DGX SuperPOD, DGX Cloud, NVLink, NVSwitch, InfiniBand.
Goose: Block's open source desktop agent
Block open-sourced Goose on 28 January 2025: a local desktop agent with native Model Context Protocol support, Rust backend and React frontend. Apache 2.0, supports local and cloud models.
DeepSeek: the reasoning models challenging Western labs
DeepSeek releases V3 and R1: Mixture-of-Experts models with chain-of-thought reasoning, competitive performance on math and coding benchmarks, open weights and reduced training costs.
DebugABot: Debugging Autonomous Intelligence
DebugABot is a deep tech research project for the governance of autonomous AI agents and embodied intelligent systems, with nine operational primitives.
SmolAgents: HuggingFace's minimalist framework for LLM agents
HuggingFace releases SmolAgents on 31 December 2024: a minimalist agent framework with CodeAgent (executable Python) and ToolCallingAgent (JSON), Hub-native tool protocol, optional E2B sandboxing. Apache 2.0 licence.
Pydantic AI: the type-safe framework for LLM agents
Samuel Colvin, creator of Pydantic, releases Pydantic AI on 2 December 2024: an agent framework built on Pydantic v2 with validated structured outputs, dependency injection and typed tool calling. MIT licence.
MCP: Anthropic's Model Context Protocol
Anthropic published MCP on 25 November 2024: an open JSON-RPC 2.0 standard for connections between LLM agents and data sources. MIT licence, three primitives: Resources, Tools, Prompts.
Tutorial: Cline in VS Code with manual approval on every action
Cline (formerly Claude Dev) used in VS Code to generate boilerplate and tests with manual review of every diff. Multi-provider configuration, auto-approve disabled, config management for SME teams.
Granite: IBM's open source enterprise models
IBM releases the Granite family under Apache 2.0: 2B/8B dense and 1B/3B MoE models designed for enterprise use with documented training mix and compliance-ready design.
Rust update: from kernel to backends, the ecosystem expands
Rust is in the Linux kernel, Android and Windows. Tokio, Axum, WebAssembly: the language expands from systems to web backends, with crates.io surpassing 140,000 crates.
OpenAI Swarm: the pedagogical framework for multi-agent orchestration
OpenAI releases Swarm on 11 October 2024: an experimental educational framework with Agents, handoffs, routines, context variables. Not intended for production. Evolved into OpenAI Agents SDK in 2025. MIT licence.
Letta (formerly MemGPT): long-term memory for LLM agents
UC Berkeley Sky Computing Lab renames MemGPT to Letta on 23 September 2024: stateful agents with memory hierarchy (context window, archival storage, recall), REST API, ADE. Apache 2.0 licence.
FSE Gateway and Decree of 7 September 2023: the operational architecture of Italian FSE 2.0
The Ministry of Health Decree of 7 September 2023 implementing Article 12 paragraph 15-quater of DL 179/2012, the new national FSE Gateway run by Sogei, the relationship with regional Health Data Ecosystems and the Italian FHIR Implementation Guides.
Tutorial: Daniel Miessler's Fabric for structured extraction from documents
Fabric used in a professional firm to apply reusable patterns to tender and contract PDFs. Go binary install, setup with a local provider, extraction of deadlines, amounts, clauses.
Tutorial: OpenHands in Docker for reproducible research experiments
OpenHands (formerly OpenDevin) running in a Docker container with read-only mount on input data. Configurable model endpoint, workspace persistence, network constraints for isolation.
OpenHands (formerly OpenDevin): autonomous agent for software engineering
All Hands AI renames OpenDevin to OpenHands on 3 September 2024: SWE-agent with Docker sandboxing, CodeAct, browser and editor tools. SWE-bench Verified benchmark. MIT licence.
Segment Anything and MedSAM: foundation models for medical segmentation
Meta AI's Segment Anything (SAM, 2023) and its medical adaptation MedSAM (University of Toronto, Nature Communications 2024). Prompting, zero-shot generalisation, and the new SAM 2 for video/volumetric data.
SmolLM: Hugging Face's small language models for edge
Hugging Face releases SmolLM on 16 July 2024: 135M, 360M and 1.7B parameters, SmolLM-Corpus dataset, Apache 2.0. SmolLM2 in October 2024 with training up to 11T tokens.
GLM-4: the language model from Chinese research
Tsinghua University and Zhipu AI release GLM-4: General Language Model architecture, multilingual pre-training, native function calling and 6B to 9B parameter variants with open licence.
Tutorial: Aider with DeepSeek Coder via OpenRouter for refactor on a dedicated branch
Aider configured with DeepSeek Coder V2 via OpenRouter for a targeted refactor on an isolated branch. Auto-commit, repo map, file-scope constraints, regression tests before merge.
DARWIN EU: EMA's federated real-world evidence network on OMOP CDM
The Data Analysis and Real World Interrogation Network of the European Medicines Agency: federated architecture, partners, completed studies, role of Erasmus MC as Coordination Centre, relationship with EHDEN and the European Health Data Space.
Nemotron: NVIDIA's open models
NVIDIA releases Nemotron-4 340B under the NVIDIA Open Model License: a Base + Instruct + Reward triplet trained on 9 trillion tokens, positioned as a synthetic data generator.
Qwen: Alibaba Cloud's multilingual models
Alibaba Cloud releases Qwen (通义千问): a model family from 0.5B to 72B parameters with native multilingual support, specialised variants for code, maths and vision, under the Apache 2.0 licence.
Edge AI on Raspberry Pi: local LLMs with Ollama and llama.cpp
In 2024 quantised LLM execution becomes practical on Raspberry Pi 5 and Jetson Orin Nano thanks to llama.cpp and Ollama. Typical uses: offline voice assistants, NLP-equipped sensors, local classification, document RAG.
Snowflake Arctic: the Dense-MoE Hybrid model
Snowflake AI Research releases Arctic under Apache 2.0: Dense-MoE Hybrid architecture with 10B dense + 128 experts, 17B active parameters, 480B total. Efficient training at ~$2M.
Phi: open source Small Language Models from Microsoft Research
Microsoft Research's Phi series from Phi-1 (2023) to Phi-3 (April 2024) under MIT licence: SLMs trained with 'textbook quality data', 128K context on Phi-3-mini.
Grafana update: from dashboards to the LGTM platform
The LGTM stack (Loki, Grafana, Tempo, Mimir) becomes a complete observability platform: logs, tracing, long-term metrics with horizontally scalable architecture.
Tutorial: Plandex for plan-then-apply multi-file refactors
Plandex used for coordinated refactors across many files of a legacy app. Plan model, sandboxed changes, per-task rollback, parallel plans without interfering with git.
SWE-agent: Princeton's Agent-Computer Interface
Princeton NLP and Stanford release SWE-agent on 2 April 2024: NeurIPS 2024 paper on Agent-Computer Interface design. Solves 12-18% of SWE-bench lite in the initial release. MIT licence.
Jamba: AI21's Mamba-Transformer hybrid
AI21 Labs releases Jamba: the first production-grade model combining Mamba SSM blocks, attention and MoE. 52B total parameters, 12B active, 256K context under Apache 2.0 licence.
DBRX: Databricks' open source Mixture-of-Experts
Databricks / Mosaic Research releases DBRX on 27 March 2024: fine-grained MoE with 132B total parameters, 36B active, 16 experts of which 4 active per token, 32K context.
NVIDIA: evolution of GPU architectures from Tesla to Blackwell
Technical history of NVIDIA GPU architectures: GeForce 256 (1999), Tesla and CUDA (2006), Fermi, Kepler, Maxwell, Pascal, Volta with Tensor Cores (2017), Turing, Ampere (A100), Ada Lovelace, Hopper (H100) and Blackwell (B200, GB200 NVL72) announced at GTC 2024.
Grok-1: the open source MoE model from xAI
xAI releases Grok-1 under the Apache 2.0 licence: Mixture-of-Experts architecture with 314 billion parameters, 2 active experts out of 8, 8192 context. Base weights only, no fine-tuning.
Command-R: Cohere's RAG-native models
Cohere For AI releases Command-R (35B) and Command-R+ (104B): models optimised for RAG and tool use, 128K context, multilingual. Open weights under CC-BY-NC 4.0 licence.
Haystack: deepset's open source RAG framework
Haystack by deepset evolves from traditional RAG pipelines to a component-based framework. Version 2.0 (11 March 2024) introduces YAML pipelines, components and native agent support.
Gemma: Google releases compact open models
Google DeepMind releases Gemma: 2B and 7B parameter models derived from Gemini technology, with decoder-only architecture, multi-query attention and permissive licence for deployment on limited hardware.
International Patient Summary and MyHealth@EU: digital health across borders
The International Patient Summary (CEN EN 17269, ISO/HL7 27269), HL7 IPS FHIR Implementation Guide, the MyHealth@EU network (formerly eHDSI) for cross-border patient summary and ePrescription, the role of National Contact Points and OpenNCP.
UV: Astral's Python package manager in Rust
UV (February 2024) by Astral: Python package manager and installer in Rust, 10-100x faster than pip, replaces pip + pip-tools + virtualenv + pyenv. Deterministic lock files, Python version management, drop-in replacement.
LlamaIndex: the open source data framework for RAG
LlamaIndex provides document readers, indices and query engines for RAG applications. Version 0.10 from February 2024 separates llama-index-core from third-party integrations.
Tutorial: Continue.dev with on-prem Ollama for NDA-bound code
Continue.dev configured with a local Ollama backend: a code assistant in VS Code/JetBrains with no traffic to the cloud. config.json setup, models for autocomplete and chat, workspace isolation.
OpenTofu: the open source fork of Terraform
OpenTofu 1.6 (January 2024) by Linux Foundation: MPL 2.0 fork of Terraform after HashiCorp's licence change to BUSL (August 2023). Drop-in compatible, providers, modules. Backed by Oracle, AWS, Harness, Gruntwork.
OLMo: the 'truly open' model from Allen Institute for AI
AI2 releases OLMo on 1 February 2024: weights, training code, Dolma dataset (3T tokens), intermediate checkpoints and training logs under Apache 2.0. Full reproducibility.
Tutorial: Simon Willison's llm CLI for log triage via Unix pipes
Simon Willison's llm CLI used in Unix pipelines to summarise system logs, llm-ollama plugin for local use, preventive redaction of sensitive data before sending to the model.
LangGraph: stateful orchestration of LLM agents
LangGraph, a LangChain spin-off from January 2024, models agentic workflows as stateful graphs with checkpointing and human-in-the-loop. Supports cycles, conditional branching and streaming.
Dake 2.0: deep tech energy
Dake restarts as a deep tech research project at the intersection of quantum physics, artificial intelligence and energy engineering.
LangChain: the open source framework for LLM applications
LangChain formalises chains, agents, tools, memory and retrievers in a Python and JavaScript framework. Version 0.1.0 from January 2024 separates langchain-core, langchain-community and langchain.
TinyLlama: a 1.1B model trained on 3 trillion tokens
SUTD community project: TinyLlama 1.0 released on 4 January 2024, 1.1B parameters, Llama 2 compatible architecture, training on 3T tokens, Apache 2.0 licence.
Mixtral: open source Sparse Mixture-of-Experts from Mistral AI
Mistral AI releases Mixtral 8x7B on 11 December 2023 via torrent: Sparse Mixture-of-Experts architecture, 8 experts of 7B, 2 active per token, 32K context, Apache 2.0 licence.
Arduino and Python for IoT: from prototyping to deploy in healthcare and industry
Integration pattern Arduino/ESP32 + MQTT + Python + cloud or on-premise backend for IoT projects in healthcare (environmental monitoring, home telemedicine) and industry (machine monitoring, predictive maintenance). The noze R&D approach.
PostgreSQL 16: the open source database that never stops innovating
PostgreSQL 16 introduces logical replication from standby, FULL OUTER JOIN parallelism, pg_stat_io for I/O analysis and SIMD acceleration. Nearly thirty years of continuous evolution.
CrewAI: the role-based multi-agent framework
CrewAI, released by João Moura in November 2023, organises LLM agents around roles, tasks and sequential or hierarchical processes. Python, MIT licence, integration with LangChain tools.
TotalSegmentator: automatic segmentation of 104 anatomical structures in whole-body CT
TotalSegmentator by Wasserthal et al. (University of Basel, DKFZ, Zurich): an nnU-Net network for complete segmentation of 104 anatomical structures in CT images, released as open source with Apache 2.0 weights.
Yi: 01.AI's bilingual models
01.AI releases Yi-6B and Yi-34B, an English-Chinese bilingual family. Yi-34B-200K extends the context, Yi-1.5 (May 2024) moves to the Apache 2.0 licence.
Mistral: the open source language model from Europe
Mistral AI releases Mistral 7B under the Apache 2.0 licence: sliding window attention, grouped-query attention and byte-fallback BPE tokenizer. Outperforms Llama 2 13B with half the parameters.
Security Onion 2.4: open source distribution for NSM, SIEM and DFIR
Security Onion, Linux distribution created by Doug Burks in 2008 for Network Security Monitoring, SIEM and DFIR. Version 2.4 released 9 October 2023 with Elastic Stack 8. Integrates Suricata, Zeek, Wazuh, TheHive, CyberChef, Kibana.
AutoGen: the multi-agent framework from Microsoft Research
AutoGen, published by Microsoft Research in October 2023, enables multi-agent LLM applications through structured conversations between UserProxyAgent, AssistantAgent and GroupChat.
Ollama: open source language models on your own hardware
Ollama simplifies local execution of open source LLMs: Modelfile for configuration, REST API, GGUF quantization for consumer hardware, support for Llama 2 and CodeLlama.
Tutorial: Open Interpreter for local research dataset exploration
Open Interpreter used in a research environment to explore CSV/Parquet datasets. Install in a virtualenv, --local mode via Ollama, read-only working directory on originals, persistence of generated notebooks.
Bun 1.0: all-in-one JavaScript runtime in Zig
Bun 1.0 (September 2023) by Jarred Sumner (Oven Labs): JavaScript/TypeScript runtime written in Zig, Node.js-compatible, with built-in bundler + package manager + test runner. Measurably higher performance than Node and Deno.
VALKYRIES: European first aid project concludes
The European VALKYRIES project concludes with results on first aid vehicle deployment systems for multi-victim disasters.
MetaGPT: the multi-agent framework that simulates a software company
MetaGPT, published by DeepWisdom in August 2023, encodes the Standard Operating Procedures of a software team into specialised agents: ProductManager, Architect, Engineer, QA.
Italian FHIR Implementation Guides: base profiles and FSE 2.0 profiles
HL7 Italia's work on Italian FHIR Implementation Guides: base profiles, coordination with AgID and the Ministry of Health, profiles for FSE 2.0. GitHub repository, Simplifier, test events.
Continue: the open source code assistant for IDEs
Continue Dev Inc. releases Continue, an open source extension for VSCode and JetBrains. An alternative to GitHub Copilot with support for any model: OpenAI, Anthropic, local Ollama, Mistral, Llama.
Pydantic 2.0: Python validation rewritten in Rust
Pydantic 2.0 (June 2023) by Samuel Colvin: Python data validation with core rewritten in Rust (pydantic-core), 5-50x faster, native JSON Schema, custom serialisation. Foundation of FastAPI, SQLModel, LangChain.
vLLM: high-performance serving for language models
The Berkeley team introduces vLLM with PagedAttention: KV cache management inspired by virtual memory paging, continuous batching and sequence memory sharing for 2-4x throughput improvement.
Falcon: the open source model from the Technology Innovation Institute
TII (Abu Dhabi) releases Falcon 40B and 7B in May 2023, then Falcon 180B in September 2023. Apache 2.0 licence from June 2023, RefinedWeb dataset, multi-query attention.
INPECO: diagnostic AI fine tuning and cloud platform
Collaboration with INPECO continues: fine tuning the diagnostic prediction model and cloud engineering the data pipeline.
MONAI Label: AI-assisted medical annotation and integration with 3D Slicer, OHIF and QuPath
MONAI Label as MONAI sub-project for AI-in-the-loop medical imaging annotation, integration with 3D Slicer, OHIF Viewer/Cornerstone3D and QuPath, the DeepGrow and DeepEdit paradigms, and active learning.
Dify: the open source LLMOps platform
LangGenius released Dify in May 2023: an LLMOps platform with a visual studio for chatbots, workflows, agents and RAG. Modified Apache 2.0 licence, Python and Next.js, over 50K GitHub stars.
Aider: terminal AI pair programming with native git integration
Paul Gauthier releases Aider in May 2023: Python CLI for AI pair programming with automatic git commits, tree-sitter repo map, support for OpenAI, Anthropic, DeepSeek, Ollama. Apache 2.0 licence.
MPT: MosaicML's open source commercial models
MosaicML releases MPT-7B on 5 May 2023, then MPT-30B in June 2023. Apache 2.0, ALiBi for long contexts, FlashAttention. Instruct, Chat, StoryWriter-65K+ variants.
StarCoder: the open code LLM from the BigCode project
BigCode releases StarCoder 15.5B on 4 May 2023: 8K context, fill-in-the-middle, training on The Stack with honoured opt-out, BigCode Open RAIL-M v1 licence.
Flowise: the open source visual builder for LangChain.js
FlowiseAI released Flowise in April 2023: a drag-and-drop visual builder on LangChain.js. Apache 2.0 for the community edition, canvas for chains, agents and RAG, templates marketplace.
BabyAGI: Yohei Nakajima's minimalist task-driven agent
Yohei Nakajima published BabyAGI on 3 April 2023: an agent in ~100 lines of Python with task creation, prioritization and execution loop. MIT licence, Pinecone + OpenAI integration.
Pythia: EleutherAI's suite for studying LLMs
EleutherAI releases Pythia on 3 April 2023: 8 models from 70M to 12B parameters trained on The Pile with the same batch order and 154 intermediate checkpoints. Apache 2.0.
AutoGPT: the first viral autonomous agent after GPT-4
Toran Bruce Richards released AutoGPT on 30 March 2023: Python, Plan → Think → Criticize → Act loop, plugin system, vector memory. Opens the era of autonomous agents.
Camel-AI: one of the first open source multi-agent frameworks
Guohao Li and the KAUST team publish Camel-AI on 21 March 2023: role-playing agents, task specification, inception prompting. One of the earliest multi-agent frameworks in LLM history. Apache 2.0 licence.
Semantic Kernel: Microsoft's open source SDK for LLM applications
Semantic Kernel, released by Microsoft on 17 March 2023, provides an SDK for .NET, Python and Java with Kernel, Plugin and Planner concepts. Native integration with Azure OpenAI and M365 Copilot.
Llama: Meta opens the era of open language models
Meta releases LLaMA, a family of language models from 7 to 65 billion parameters: decoder-only Transformer architecture with RMSNorm, SwiGLU and rotary embeddings, competitive with GPT-3 at a fraction of parameters.
LangFlow: the Python visual builder for LangChain
Logspace released LangFlow in February 2023: a Python visual builder for LangChain with React UI, MIT licence. Acquired by DataStax in April 2024.
SQLAlchemy 2.0: Python ORM revised with modern typing
SQLAlchemy 2.0 (January 2023) by Mike Bayer: rewrite with unified 2.0-style API, full typing, async support, converging ORM + Core. The pillar of Python relational persistence for over 15 years.
CUDA: the programming model for NVIDIA GPUs
CUDA as SIMT programming model for NVIDIA GPUs: grid, block, thread, warp, memory hierarchy, streaming multiprocessors. Toolkit (NVCC, PTX, SASS), libraries (cuBLAS, cuDNN, NCCL, TensorRT). Evolution from CUDA 1.0 (2007) to CUDA 12.0 (8 December 2022).
OpenSearch Security Analytics: open source SIEM with Sigma rules
OpenSearch Security Analytics plugin, released with OpenSearch 2.4 (15 November 2022): detectors for network, cloud, endpoint, native Sigma rule support, correlation engine added in 2.7. Apache 2.0 licence.
DuckDB: SQLite for analytics, in-process OLAP
DuckDB (2022, Mark Raasveldt and Hannes Mühleisen, CWI Amsterdam): in-process columnar analytical database, zero dependency, fast on Parquet/CSV/JSON. The OLAP equivalent of SQLite.
Python 3.11: 10-60% faster, exception groups, refined tracebacks
Python 3.11 (24 October 2022): specialising adaptive interpreter (PEP 659), exception groups and except* (PEP 654), precisely-pointing tracebacks, variadic generics (PEP 646). The result of the Microsoft-backed Faster CPython initiative with Mark Shannon and Guido van Rossum.
Sigstore GA: cryptographic signing of software artefacts without key management
Sigstore GA October 2022 (Linux Foundation, Red Hat, Google, Chainguard): cosign to sign containers and SBOMs, Fulcio as OIDC-based short-lived CA, Rekor as public transparency log. Supply chain security without key management.
Linux 6.1: Rust enters the kernel
Linux kernel 6.1 includes initial support for Rust modules: C kernel bindings, custom allocator and panic handler. After thirty years of C-only development, the kernel welcomes a second language.
Polars: DataFrames in Rust, pandas successor
Polars (Ritchie Vink, 2020-2022): DataFrame library in Rust with Python bindings, columnar, lazy evaluation, query optimiser. 10-100x faster than pandas on large datasets, alternative fluent API.
Whisper: OpenAI's open source multilingual ASR model
OpenAI releases Whisper on 21 September 2022 under the MIT licence: 680,000 hours of audio, multilingual transcription, translation and language identification. Turbo in 2024.
SMARTOUR: project conclusion
SMARTOUR concludes with the final conference at La Sapienza, Rome. Cloud-native platform on Kubernetes delivered after 42 months.
Ruff: Python linter and formatter written in Rust
Ruff (2022) by Charlie Marsh and Astral: Python linter and formatter in Rust, 10-100x faster than flake8 + black + isort + pylint combined. Replaces entire Python dev tooling stack with a single binary.
HTMX: HTML-first progressive enhancement against SPA fatigue
HTMX (1.0 November 2020) by Carson Gross: minimal JavaScript library extending HTML with attributes for AJAX requests, WebSocket, SSE. Return to server-rendering with interactivity without SPA framework.
Astro 1.0: islands architecture for content-first sites
Astro 1.0 (August 2022) by Fred Schott: multi-framework SSG/SSR framework with islands architecture, zero JS by default, simultaneous React/Vue/Svelte/Solid support. Used by this very site noze.it.
Ansible update: from automation to cloud provisioning
Ansible restructures around Collections: modules distributed independently from core, lightweight ansible-core, Galaxy marketplace and containerised Execution Environments.
SBOM and SLSA: software supply chain security becomes a discipline
Software Bill of Materials (SPDX, CycloneDX) and Supply-chain Levels for Software Artifacts (SLSA): the frameworks structuring the response to Log4Shell. Sigstore, in-toto, OpenSSF. Supply chain security as a mature engineering discipline.
BLOOM: the multilingual model from BigScience
The BigScience workshop coordinated by Hugging Face releases BLOOM on 12 July 2022: 176B parameters, 46 natural languages + 13 programming languages, Responsible AI Licence.
BioBERT, ClinicalBERT, PubMedBERT: pre-trained transformers for the biomedical domain
The generation of BERT models pre-trained on biomedical corpora: BioBERT (Korea, 2019), ClinicalBERT (Harvard/NYU, 2019), PubMedBERT (Microsoft, 2020), BlueBERT (NIH, 2019), SciBERT (Allen AI), GatorTron (Florida, 2022) and the Hugging Face ecosystem.
Apple Metal: graphics and compute API for iOS, macOS and Apple Silicon
Apple Metal as a low-overhead graphics and compute API: WWDC 2014 announcement (iOS 8), Metal 2 (2017), Metal 3 (WWDC 2022, macOS Ventura). Metal Shading Language, Metal Performance Shaders (MPS), MPSGraph, Core ML on GPU, Apple Silicon unified memory.
PNRR Mission 6 and FSE 2.0: €1.38 billion for the second generation of the Italian EHR
Italy's National Recovery and Resilience Plan earmarks €1.38 billion for the evolution of the Electronic Health Record. Governance, objectives, new FHIR standards, the regional Health Data Ecosystem.
YK-Robotics: multi-brand robotic programming via web
The collaboration with YK-Robotics begins for the development of a multi-brand robotic programming software with a cloud approach and integrated AI.
React Native: the new Fabric and TurboModules architecture
React Native's new architecture becomes available as opt-in: JSI replaces the async bridge, Fabric rewrites rendering and TurboModules make native modules lazy.
Dagger: programmable CI/CD with Cue/Go/Python/TypeScript
Dagger (March 2022) by Solomon Hykes (Docker co-founder), Sam Alba, Andrea Luzzardi: programmable CI/CD platform with real languages. BuildKit-based, portable on every runner, universal cache.
GPT-NeoX and GPT-J: the open LLMs from EleutherAI
EleutherAI releases GPT-J-6B on 9 June 2021 and GPT-NeoX-20B on 9 February 2022, both Apache 2.0, trained on The Pile. The first decentralised LLM community.
Log4Shell (CVE-2021-44228): the vulnerability that changed supply chain security
The Apache Log4j 2.x CVE-2021-44228 vulnerability disclosed on 9 December 2021: remote code execution via JNDI lookup in log messages, CVSS 10.0, global impact. The turning point accelerating SBOM, SCA and supply chain security.
Next.js update: middleware, Rust compilation and hybrid rendering
Next.js 12 introduces Middleware for edge logic, the SWC Rust compiler six times faster than Babel and experimental React Server Components. ISR matures as a rendering strategy.
Svelte and SvelteKit: Rich Harris's 'compiled away' framework
Svelte 3 (April 2019) and SvelteKit in public beta (October 2021) by Rich Harris: frontend framework compiling to vanilla JS, no virtual DOM, reactivity as language. SvelteKit extends to full-stack SSR/SSG.
Python 3.10: structural pattern matching and better error messages
Python 3.10 (4 October 2021): structural pattern matching (match/case), PEP 634/635/636, X | Y union syntax (PEP 604), parenthesized context managers, vastly improved error messages thanks to the new PEG parser.
Federated Learning in healthcare: Flower, FATE, OpenFL and the open source frameworks
Federated learning applied to multi-centre healthcare projects: open source frameworks (Cambridge's Flower, WeBank's FATE, Intel's OpenFL, OpenMined's PySyft, TensorFlow Federated), differential privacy and the first clinical research consortia.
ClickHouse: open source columnar analytical database
ClickHouse open source 2016 (Yandex), ClickHouse Inc. 2021: columnar OLAP database with analytical queries on billions of rows in seconds, standard SQL, MergeTree engine. One of the fastest OLAP engines available.
Mirth Connect: the open source integration engine of healthcare
Channel-based architecture, inbound and outbound connectors, JavaScript transformations, HL7 v2/CDA/FHIR support. History, evolution from Mirth Corporation to NextGen Connect and open alternatives.
Arkime (ex Moloch): open source full packet capture
Arkime 3.0 (July 2021), formerly Moloch, by Andy Wick and Elyse Rinne (AOL, 2012): full packet capture indexed on Elasticsearch/OpenSearch, sessions viewer, WISE enrichment. Apache 2.0.
Bootstrap 5: the CSS toolkit drops jQuery
Bootstrap 5 removes the jQuery dependency, adopts vanilla JavaScript, introduces utility API, RTL support, new accordion and offcanvas components, and the xxl breakpoint.
Flux CD 2.0: modular GitOps with Kubernetes controllers
Flux CD 2.0 (June 2021) by Weaveworks: rewrite as set of modular Kubernetes controllers. Continuous deployment GitOps from Git, Helm, OCI. CNCF graduated 30 November 2022. Alternative to ArgoCD.
esbuild: JavaScript bundler 100 times faster
esbuild (January 2020, stable 0.12 June 2021) by Evan Wallace (Figma): JavaScript/TypeScript bundler written in Go, 10-100× faster than Webpack/Rollup. Foundation of Vite, tsup, Bun. JSX/TS transformations in ms.
VALKYRIES: European project for first aid in multi-victim disasters
VALKYRIES launches as a European project for the deployment of first aid vehicles in multi-victim disaster scenarios. noze contributes to the technology platform.
Apache Kafka update: KRaft and the ZooKeeper-free architecture
Kafka 2.8 introduces KRaft in early access: an internal metadata quorum replaces ZooKeeper, simplifying deployment and improving metadata scalability.
Apache Iceberg: open table format for data lakehouse
Apache Iceberg (2020-2021): table format with schema evolution, time travel, ACID transactions on Parquet in object storage. One of the three lakehouse standards with Delta Lake and Apache Hudi. ASF Graduated 2020.
OpenSearch: the Apache 2.0 fork of Elasticsearch
OpenSearch 1.0 (April 2021) forked from Elasticsearch 7.10 by AWS after Elastic's licence change to SSPL/Elastic License 2.0. Open source project with Apache 2.0 licence, open governance, CNCF incubating 2024.
Vite 2.0: next-gen ESM-native bundler
Vite 2.0 (February 2021) by Evan You (Vue creator): ESM-native dev server with instant hot reload, esbuild in dev, Rollup in production. Framework-agnostic. Dramatically accelerates frontend development experience.
OPA (Open Policy Agent): universal policy as code
Open Policy Agent (2016 Styra, CNCF incubating 2018, graduated January 2021, v1.0.0 stable December 2024): general policy engine with Rego language. API authorisation, Kubernetes admission controller, Terraform validation, CI/CD gating.
noze consolidates its lines of business
noze structures its five main operational areas: Machine/Deep Learning, Cyber Security, Cloud Architectures, Digital Health and Web Development.
Hugging Face Transformers 4.0: the library and hub of open AI models
Hugging Face Transformers 4.0 (November 2020) by Thomas Wolf et al.: unified Python library for transformer models, PyTorch/TensorFlow/JAX support, Hub with thousands of pre-trained models, democratisation of modern AI.
PHP 8: JIT compiler and union types
PHP 8.0 introduces a DynASM-based JIT compiler, union types, named arguments, match expression and attributes. After twenty-five years, PHP evolves with a gradual type system.
OHIF Viewer: the open source zero-footprint browser-based PACS viewer
OHIF — Open Health Imaging Foundation — born at Massachusetts General Hospital, architecture based on Cornerstone.js, DICOMweb support, extensions and plug-ins, and the role as reference viewer for clinical research and AI scenarios.
Apple Silicon M1: the ARM SoC that brought unified memory back to the desktop
Apple Silicon M1 (10 November 2020): 5 nm ARM SoC, CPU+GPU+Neural Engine with coherent unified memory. The architecture that democratised unified memory and prefigured AI workstations like NVIDIA GB10.
Telemedicine and healthcare data: protocols, standards and pandemic acceleration
The 2014 national telemedicine guidelines (AGENAS), the COVID-19 emergency framework, types of service (televisit, teleconsultation, telereporting) and the relationship with FHIR, IHE and the regional EHRs.
Wazuh: open source XDR and SIEM platform
Wazuh (OSSEC fork started in 2015 by Santiago Bassett) combines open source XDR and SIEM: distributed agents, FIM, vulnerability detection, SCA, MITRE ATT&CK mapping, OpenSearch backend. Version 4.0 released September 2020.
TheHive 4: open source platform for SOC and incident response
TheHive 4.0 (September 2020) by TheHive Project: open source SIRP for case management, tasks and observables, MISP and Cortex integration. Scala/Akka, AGPLv3. Licence change in TheHive 5 (2022).
Playwright 1.0: modern multi-browser testing from Microsoft
Playwright 1.0 (July 2020) by Microsoft: cross-browser E2E testing framework (Chromium, Firefox, WebKit), multi-language (TS, Python, .NET, Java), native parallelism, network interception. Main alternative to Cypress.
Argo CD: GitOps continuous delivery for Kubernetes
Argo CD (Intuit → CNCF): declarative GitOps for Kubernetes. Git as source of truth, automatic sync of desired vs cluster state, web UI, projects and application sets. CNCF Incubating from 2020, Graduated from 2022.
Prisma 2.0: TypeScript-first ORM with declarative schema
Prisma 2.0 (June 2020) by Prisma Labs: TypeScript/Node.js ORM with declarative schema DSL, migrations, type-safe query builder, Prisma Studio. PostgreSQL, MySQL, SQLite, SQL Server, MongoDB. Modern Node.js standard.
Rust update: industrial adoption and the path to the kernel
Rust is Stack Overflow's most loved language for the fifth consecutive year. Microsoft, Amazon and the Rust-for-Linux proposal mark industrial adoption and the path to the kernel.
MONAI: the open source PyTorch framework for medical imaging AI
The launch of MONAI — Medical Open Network for AI — in April 2020, the founding consortium (NVIDIA, King's College London, Mass General, Stanford, Vanderbilt, Warwick, NTU), the PyTorch architecture and standardisation goals.
Caddy 2.0: web server with automatic HTTPS
Caddy 2.0 (May 2020) by Matt Holt: web server written in Go with automatic HTTPS via Let's Encrypt, JSON/Caddyfile configuration, reverse proxy, HTTP/3. Modern alternative to Nginx and Apache.
SMARTOUR: evolution to Kubernetes and cloud-native
The SMARTOUR infrastructure evolves to a cloud-native architecture with Kubernetes, Rancher, GitLab CE and Grafana.
Deno 1.0: Ryan Dahl's Node.js successor
Deno 1.0 (May 2020) by Ryan Dahl (Node.js creator): JavaScript/TypeScript runtime in Rust, secure by default, native TypeScript, single binary. Correcting Node.js design mistakes ten years later.
Elastic Security: SIEM and detection engine on the ELK stack
Elastic Security unifies SIEM and endpoint (Endgame, acquired October 2019) on the ELK stack. SIEM introduced in Elastic 7.2 (June 2019), detection engine and prebuilt rules in 7.7 (13 May 2020). Licence: Elastic License 2.0 + SSPL.
Backstage: open source developer portal from Spotify
Backstage (March 2020, open source) by Spotify: platform for building developer portals. Service catalog, TechDocs, software templates, plugin ecosystem. Donated CNCF 2020, incubating 2022. Internal developer platform (IDP) standard.
Django update: the Python framework embraces async
Django 3.0 introduces ASGI support and first async views: a synchronous framework opens to concurrency without abandoning its API, with a gradual migration path.
WireGuard: the modern VPN enters the Linux kernel
WireGuard integrated into Linux kernel 5.6 (March 2020) after years of development by Jason A. Donenfeld. Noise Protocol Framework cryptography (Curve25519, ChaCha20-Poly1305, BLAKE2), about 4000 lines of code, a modern alternative to OpenVPN and IPsec.
Remote work and operational resilience during the pandemic
noze consolidates remote and decentralized support for clients and partners, transforming the emergency into a structural working model.
Meyer and SBS: artificial intelligence for paediatric gastroenterology
Collaboration starts with Ospedale Pediatrico Meyer in Florence on AI applied to Short Bowel Syndrome for clinical support.
dbt Core: versioned SQL data transformation
dbt (data build tool) Core: data transformation framework by Fishtown Analytics (later dbt Labs), 2016+. SQL with Jinja2, Git version control, testing, auto-generated documentation. De facto standard of the modern data stack.
Poetry 1.0: modern Python dependency management
Poetry 1.0 (December 2019) by Sébastien Eustace: Python dependency and packaging management with pyproject.toml, deterministic lock file, modern resolver. Alternative to traditional pip + setup.py + virtualenv.
GitHub Actions: CI/CD integrated inside GitHub
GitHub Actions (November 2019) by GitHub (Microsoft): CI/CD and workflow automation integrated in the repository. Marketplace with 20k+ actions, hosted/self-hosted runners, matrix build, reusable workflows. Open source CI/CD standard.
KEDA: Kubernetes Event-Driven Autoscaling
KEDA 1.0 (May 2019) by Microsoft and Red Hat: event-driven autoscaling for Kubernetes. Scales workloads based on queues (Kafka, RabbitMQ, SQS), metrics (Prometheus), cron, custom events. CNCF graduated 2023.
Helm 3: Kubernetes package manager without Tiller
Helm 3 (13 November 2019): Tiller removal, release management via Kubernetes Secrets, 3-way merge patches, support for OCI-compliant registries for charts. The architectural simplification of the Kubernetes package manager.
Cilium 1.6: Kubernetes networking based on eBPF
Cilium 1.6 (November 2019) by Isovalent (Thomas Graf): Kubernetes CNI built on eBPF, iptables bypass for performance, L3-L7 network policies, observability with Hubble, integrated service mesh. CNCF Incubating.
Kyverno: Kubernetes-native policy engine
Kyverno (May 2019) by Nirmata (CNCF incubating 2022, graduated March 2026): Kubernetes-native policy engine based on YAML (not Rego like OPA). Validation, mutation, generation, image verification. Low-barrier alternative to OPA Gatekeeper.
OMOP Common Data Model: OHDSI, EHDEN and European real-world evidence
The OMOP observational data model, the OHDSI ecosystem (ATLAS, HADES, Broadsea) and the IMI EHDEN project bringing the model to European healthcare databases. Differences from FHIR and the role in secondary use.
Apache Airflow: from incubation to Apache top-level
Apache Airflow becomes a top-level project: KubernetesExecutor, connection pools, mature plugin system and widespread adoption for ETL, data warehousing and machine learning workflows.
n8n: self-hostable node-based workflow automation
Jan Oberhauser released n8n in October 2019 in Berlin: node-based workflow automation, fair-code Sustainable Use License, over 400 integration nodes, self-hostable.
Python 3.8: walrus operator, positional-only, advanced typing
Python 3.8 (14 October 2019): walrus operator :=, positional-only / parameters, self-documenting f-strings, typing with TypedDict/Final/Literal/Protocol, performance improvements. The release consolidating Python in the modern type-hinting era.
Pulumi 1.0: IaC with real programming languages
Pulumi 1.0 (September 2019) by Joe Duffy and Eric Rudder: Infrastructure as Code with TypeScript, Python, Go, C#, Java instead of DSL. Multi-cloud, managed state, Terraform provider compatibility. Modern alternative to Terraform.
Traefik 2.0: cloud-native reverse proxy with service discovery
Traefik 2.0 (September 2019) by Containous (later Traefik Labs): reverse proxy and load balancer with auto-configuration from Docker/Kubernetes/Consul, composable middlewares, TCP/UDP routing, automatic Let's Encrypt.
Trivy: universal security scanner for containers and IaC
Trivy (May 2019) by Aqua Security (Teppei Fukuda): security scanner for containers, filesystem, IaC (Terraform, K8s, Dockerfile), Git repositories. CVE detection, misconfiguration, secrets. Open source scanning standard.
Proxmox VE 6.0: open source virtualisation with KVM and LXC
Proxmox Virtual Environment 6.0 (July 2019): open source hypervisor based on Debian, KVM for VMs, LXC for containers, HA cluster with Corosync, integrated Ceph. Italian-friendly alternative to VMware vSphere.
Velociraptor: DFIR and endpoint monitoring with VQL
Velociraptor (July 2019) by Mike Cohen: open source DFIR tool with VQL language, artifact DSL, hunt engine. AGPLv3. Acquired by Rapid7 in 2021, remains open source.
Raspberry Pi 4: the single-board computer goes desktop-class
Raspberry Pi 4 Model B (24 June 2019): SBC with Cortex-A72, up to 8 GB RAM, USB 3.0, Gigabit Ethernet, dual 4K HDMI. The performance leap that makes the Raspberry Pi usable as a daily desktop and light server.
OpenTelemetry: an open standard for observability
OpenTelemetry is born from merging OpenCensus and OpenTracing: multi-language SDKs, collector and OTLP protocol for traces, metrics and logs with a single vendor-neutral standard.
ALA Project: Deep Learning for Clinical Diagnostics
The ALA (Advanced Laboratory Automation) project launches, a joint R&D effort between Gruppo INPECO and Scuola Superiore Sant'Anna with noze as AI and cloud architect.
Terraform 0.12: HCL2 and mature multi-cloud Infrastructure as Code
Terraform 0.12 (22 May 2019) by HashiCorp: introduces HCL2 with rich types, first-class expressions, for_each and dynamic blocks. The release consolidating Terraform as de facto standard for multi-cloud IaC.
Tekton: Kubernetes-native cloud CI/CD
Tekton (March 2019) by Google (CDF Continuous Delivery Foundation 2019): Kubernetes-native CI/CD framework. Pipeline, Task, Workspace as CRDs. Foundation of OpenShift Pipelines, Jenkins X, IBM Cloud Continuous Delivery.
HL7 FHIR R4: the first Normative release and the race to interoperability
FHIR Release 4, published late December 2018: the first release with Normative content, backward-compatibility commitment, SMART on FHIR, CDS Hooks, and the role of open source implementations HAPI, Microsoft FHIR Server, IBM FHIR Server.
NVIDIA Jetson Nano: the $99 AI edge module that democratises deep learning
NVIDIA Jetson Nano (March 2019): $99 SBC with 128-CUDA-core Maxwell GPU, quad-core Cortex-A57, 4 GB LPDDR4. The AI edge module that brings deep learning inference to embedded devices with the same CUDA stack as servers.
Linux 5.0: io_uring and the kernel's new interfaces
Linux kernel 5.0 introduces io_uring for high-performance async I/O, Adiantum encryption for limited hardware and energy-aware scheduling to optimise power consumption.
K3s: lightweight Kubernetes for edge, IoT and dev
K3s (February 2019) by Rancher Labs (Darren Shepherd): certified Kubernetes distribution, single binary <100MB, reduced memory footprint. Optimised for edge, IoT, ARM, CI/CD, homelab. Donated to CNCF sandbox August 2020.
Falco: runtime security for containers and Kubernetes
Falco 0.13 (January 2019) by Sysdig Inc.: Linux runtime security engine that detects anomalous behaviour in containers and Kubernetes via syscall hooks, YAML rules, real-time alerts. CNCF Sandbox since October 2018.
Loki: log aggregation "like Prometheus, but for logs"
Loki (December 2018) by Grafana Labs (Tom Wilkie, David Kaltschmidt): cloud-native log aggregation system, labels-based (no full-text index), storage on object storage (S3, GCS). LogQL query language. Economic alternative to Elasticsearch.
Podman 1.0: daemonless and rootless container engine
Podman 1.0 (January 2019) by Red Hat: container engine with Docker-compatible CLI, daemonless architecture, rootless support, Kubernetes-style pods. Part of the buildah + skopeo ecosystem for Linux container management.
FastAPI: high-performance Python APIs, by design
Sebastián Ramírez creates FastAPI based on Python type hints, Starlette (ASGI) and Pydantic, with automatic OpenAPI documentation, runtime validation and native async support.
Flutter 1.0: Google's cross-platform UI toolkit
Google releases Flutter 1.0 with Dart widgets compiled to native ARM code, Skia rendering engine, hot reload and an approach that redraws every pixel without native components.
HashiCorp Vault 1.0: secrets management for the cloud era
HashiCorp Vault 1.0 (4 December 2018): centralised secrets management, dynamic credentials, transit engine for encryption-as-a-service, HCL policies, integration with cloud providers and Kubernetes.
eBPF and bpftrace: the superpower of the modern Linux kernel
eBPF (extended Berkeley Packet Filter) mature in Linux 4.x-5.x kernels, with bpftrace (Brendan Gregg, 2018): awk-like DSL for kernel tracing, hooks on syscalls/functions/events. The new generation of Linux observability and security.
MDR: the EU Medical Device Regulation and the Class I certification path
Deep dive on MDR Regulation 2017/745, comparison with the former MDD Directive 93/42/EEC, and noze's experience certifying a Class I software medical device for diagnostic support.
nnU-Net: the self-adapting framework that wins the Medical Segmentation Decathlon
nnU-Net by Fabian Isensee and Klaus H. Maier-Hein (MIC-DKFZ Heidelberg), the concept of a self-configuring pipeline on data fingerprint, the 2018 Medical Segmentation Decathlon and the impact as universal baseline for biomedical segmentation.
Kustomize: declarative Kubernetes configuration without templates
Kustomize 1.0 (July 2018) by Google (Jeff Regan, Phillip Wittrock): template-free Kubernetes manifest customization with patches, overlays, bases. Integrated in kubectl since 2019. Alternative to Helm for configuration.
Zeek (formerly Bro): open source Network Security Monitor
Zeek — formerly Bro, started by Vern Paxson at Lawrence Berkeley National Lab in 1995. Official rebranding from Bro to Zeek on 11 October 2018. Event-driven Network Security Monitor with proprietary scripting language, BSD licence, structured conn/http/dns/ssl logs.
Linkerd 2.0: minimal service mesh in Rust
Linkerd 2.0 (September 2018) by Buoyant (William Morgan, Oliver Gould): complete rewrite of the first service mesh. Ultra-lightweight Rust data plane, Go control plane, mTLS by default, zero-config. CNCF graduated 2021.
Knative: serverless workloads on Kubernetes
Knative (July 2018) by Google in collaboration with IBM, Red Hat, Pivotal, SAP: serverless platform on Kubernetes. Knative Serving (scale-to-zero), Knative Eventing (event-driven). CNCF graduated September 2025.
TLS 1.3: RFC 8446 and the structural reform of web security
TLS 1.3 published as RFC 8446 in August 2018: 1-RTT handshake (and 0-RTT), mandatory forward secrecy, removal of deprecated crypto (RC4, 3DES, RSA key exchange, CBC), AEAD cipher only. The deepest TLS reform in ten years.
Istio 1.0: cloud-native service mesh for Kubernetes
Istio 1.0 (31 July 2018) by Google, IBM and Lyft: service mesh for Kubernetes with Envoy as data plane, automatic mTLS, traffic management, policy and observability. A native infrastructural layer for microservice architectures.
Harbor: enterprise cloud-native container registry
Harbor 1.0 (2016, CNCF graduated 2020) by VMware: open source container registry with RBAC, integrated vulnerability scanning, signing, multi-site replication, OCI artifacts. Self-hosted alternative to Docker Hub.
Selenium WebDriver: W3C standard for browser automation
Selenium WebDriver W3C Recommendation (June 2018): IEEE standardisation of browser automation protocol. Jason Huggins created Selenium in 2004, unified WebDriver in 2008-2009. Foundation for every web E2E tool.
Rancher 2.0: enterprise Kubernetes multi-cluster management
Rancher 2.0 (May 2018) by Rancher Labs: Kubernetes multi-cluster platform. Centralised UI, RBAC, cluster import/create, apps catalog, integrated monitoring. Acquired by SUSE July 2020.
MLflow: managing the machine learning lifecycle
Databricks releases MLflow for experiment tracking, model packaging and a centralised registry, treating the ML lifecycle as an engineering problem.
Cypress 3.0: in-browser end-to-end testing for modern apps
Cypress 3.0 (May 2018) by Brian Mann: JavaScript E2E testing framework that runs in the same browser event loop. Time travel debugging, auto-waiting, screenshots, video recording. Modern alternative to Selenium.
Machine learning applied to health data: Digital Health line consolidation
noze consolidates its machine learning work applied to health data. Predictive analysis, classification models and clinical decision support.
GDPR and health data: Article 9 and the boundaries of processing
Regulation (EU) 2016/679 applies from 25 May 2018: definitions of health data, special categories, Article 9 derogations, DPO and DPIA obligations, relationship with the Italian Privacy Code.
MinIO: high-performance S3-compatible object storage
MinIO (2018): open source object storage written in Go, S3-compatible API, erasure coding, NVMe-class performance, single-binary deploy. On-premise alternative to Amazon S3.
NATS: high-performance cloud-native messaging
NATS (Synadia, Derek Collison) enters CNCF Sandbox (March 2018): ultra-light pub-sub messaging in Go, single binary, core pub-sub + JetStream for persistence, textual wire protocol. Alternative to Kafka/RabbitMQ for cloud-native scenarios.
NestJS: the Node.js framework inspired by Angular
NestJS 1.0 (May 2017) by Kamil Myśliwiec: TypeScript-first Node.js framework with decorators, DI, modules inspired by Angular and Spring. Based on Express or Fastify. Standard for TypeScript enterprise APIs.
cert-manager: automatic TLS for Kubernetes
cert-manager (March 2017, Jetstack, donated CNCF 2020) by Jetstack: Kubernetes controller for TLS automation. Let's Encrypt/ACME, Vault, HashiCorp, internal CAs, DNS-01 wildcard. CNCF graduated 2024.
ROS 2: next-generation open source robotics
OSRF releases ROS 2 Ardent Apalone with DDS as the communication layer, real-time support, node lifecycle management and integrated security for industrial robotics.
Tailwind CSS: utility-first as an alternative to component frameworks
Adam Wathan proposes a utility-first approach with atomic CSS classes directly in markup, JavaScript configuration and PurgeCSS for dead code elimination.
Velero: backup and disaster recovery for Kubernetes
Velero (August 2017, Heptio, now VMware) by Andy Goldstein: backup, restore, migration and DR of Kubernetes clusters. Backup of API resources + persistent volumes, cron schedule, S3/GCS/Azure Blob providers. Kubernetes backup standard.
OMOP Standardized Vocabularies: SNOMED, LOINC, RxNorm and ICD harmonised in Athena
OHDSI's Standardized Vocabularies: a single Concept table integrating SNOMED CT, LOINC, RxNorm, ICD, ATC and dozens of other terminologies. Distribution via Athena, mapping with Usagi, the source/standard distinction.
Envoy Proxy 1.0: the data plane of modern service mesh
Envoy Proxy 1.0 (September 2017) by Lyft, donated to CNCF: L7 proxy in C++, native observability, dynamic configuration via xDS API, data plane base of Istio, Linkerd, AWS App Mesh, Kong.
HashiCorp Nomad: simple alternative orchestrator to Kubernetes
Nomad 0.6 (August 2017) by HashiCorp: single-binary Go workload orchestrator, supports containers + VMs + binaries + batch jobs, federated multi-cluster, integration with Consul and Vault. The pragmatic alternative to Kubernetes.
OpenAPI 3.0: standard for describing REST APIs
OpenAPI 3.0 (July 2017): evolution of Swagger as OpenAPI Initiative standard. Machine-readable YAML/JSON specification for REST APIs. Code generators, interactive documentation, automatic validation.
Sigma: open standard for SIEM detection rules
Sigma (2017) by Florian Roth and Thomas Patzke: generic YAML format for detection rules, translatable to Splunk, Elastic, QRadar, Sentinel, Chronicle. ATT&CK mapping, logsource taxonomy, MIT + DRL 1.1 licence.
Apache Airflow: data pipeline orchestration
Apache Airflow models data pipelines as DAGs in Python, with scheduler, executor, web UI and operators for databases, cloud and APIs, born internally at Airbnb.
Jaeger: open source distributed tracing from Uber
Jaeger (April 2017, Uber) by Yuri Shkuro: distributed tracing system for microservices. OpenTracing/OpenTelemetry compatible, Cassandra/ES/Kafka storage, rich UI. CNCF graduated 2019, tracing observability standard.
Packer 1.0: reproducible machine image builds
Packer 1.0 (April 2017, HashiCorp, original 2013) by Mitchell Hashimoto: tool to create identical machine images for multi-platform (AWS AMI, VMware, Docker, Azure). Foundation of immutable infrastructure.
U-Net: the open source architecture that redefined biomedical segmentation
U-Net by Ronneberger, Fischer and Brox (University of Freiburg, MICCAI 2015), the encoder-decoder architecture with skip connections, the 3D U-Net and V-Net extensions, and adoption as baseline standard in MICCAI segmentation challenges.
containerd and CRI-O: the runtimes succeeding Docker in Kubernetes
containerd donated to CNCF (March 2017) and CRI-O (Red Hat, 2016-2017): container runtimes extracted from Docker and designed for Kubernetes via Container Runtime Interface (CRI). The market shift beyond docker-in-k8s.
The clinical vocabulary: SNOMED CT, LOINC, ICD and the Italian landscape
The three most widespread families of controlled clinical terminologies: SNOMED CT, LOINC for observations and lab, ICD for diagnoses and causes of death. Licences, governance, Italian adoption, tooling.
Grafana: dashboards and observability for modern infrastructure
Grafana provides a visualisation platform with pluggable data sources, composable dashboards, alerting and annotations for monitoring cloud and on-premise infrastructure.
SMARTOUR: operational project start
SMARTOUR project execution begins. noze coordinates infrastructure deliverables with state-of-the-art analysis and technology scouting.
SleepActa: formal establishment of the startup
The SleepActa startup is formally established. R&D continues on machine learning applied to polysomnography and actigraphy, with a path towards EU Level I medical device certification.
PyTorch: dynamic graphs for deep learning
Facebook AI Research releases PyTorch with dynamic computational graphs, autograd and a Pythonic API, offering the opposite approach to TensorFlow's static graphs.
Next.js: React with server-side rendering
Vercel (formerly Zeit) releases Next.js, a React framework with server-side rendering, filesystem-based routing, automatic code splitting and getInitialProps.
ESP8266 and ESP32: the cheap Wi-Fi that redefined IoT
ESP8266 (2014, Espressif Systems, Shanghai): $2 Wi-Fi microcontroller that revolutionises cheap IoT. ESP32 (September 2016): dual-core successor with Bluetooth. Arduino IDE compatible, they become the standard for IoT prototypes.
Jest: JavaScript testing framework with zero configuration
Jest (August 2014, Facebook, stabilised after 2016): JavaScript/TypeScript testing framework with zero config, snapshot testing, built-in mocking, watch mode. React standard and basis of Vitest.
Angular: complete rewrite in TypeScript
Google rewrites AngularJS from scratch with TypeScript, component architecture, dependency injection, RxJS and AOT compilation, creating an entirely new framework.
gRPC 1.0: modern RPC over HTTP/2 with Protocol Buffers
gRPC 1.0 (August 2016) by Google: high-performance RPC framework on HTTP/2, Protocol Buffers schema, bidirectional streaming. De facto standard for polyglot microservice communication.
SleepActa: machine learning for polysomnography and actigraphy
Machine learning applied to polysomnography and actigraphy: time series analysis, wake-up prediction and the path towards EU medical certification.
Prometheus: monitoring and alerting for the cloud-native era
Prometheus introduces a pull model for monitoring with multidimensional time series, PromQL, service discovery and built-in alerting, becoming the second CNCF project after Kubernetes.
IHE XDS: the document sharing that makes regional EHRs work
IHE Cross-Enterprise Document Sharing: actors (Document Source, Repository, Registry, Consumer), ebXML metadata, XDS.b and XCA transport profiles. The role in Italian regional Electronic Health Records.
Fab Lab Cascina: digital fabrication at the Navacchio Technology Hub
Fab Lab Toscana — Cascina: opened in 2016 at the Polo Tecnologico di Navacchio on the initiative of Fiore Basile. One of the largest Fab Labs in Italy, a node of the Fab Lab Toscana network with Florence (Contea) and Siena. noze is among the sponsors, contributing equipment, software and dedicated spaces.
Let's Encrypt: the free CA that brought HTTPS everywhere
Let's Encrypt (GA April 2016) by the Internet Security Research Group: free certificate authority, automatic ACME protocol, 90-day certificates, EFF/Mozilla/Cisco backing. The transformation of HTTPS from privilege to web default.
MITK: the DKFZ Medical Imaging Interaction Toolkit
The Medical Imaging Interaction Toolkit developed at the Deutsches Krebsforschungszentrum in Heidelberg, the architecture based on ITK + VTK + Qt, MITK Workbench, the BlueBerry plug-in framework, and uses in oncology and surgical navigation.
Keycloak: open source identity and access management
Keycloak provides Single Sign-On, identity brokering, LDAP federation and support for OAuth 2.0, OIDC and SAML 2.0 as an open source IAM server sponsored by Red Hat.
TensorFlow: Google opens the deep learning framework
Google Brain releases TensorFlow under Apache 2.0 licence: static computational graphs, CPU and GPU execution, cluster distribution and TensorBoard visualisation.
DPCM 178/2015: technical rules for the Italian Electronic Health Record
DPCM 29 September 2015, no. 178 implements Article 12 of DL 179/2012 and governs the Italian Electronic Health Record (FSE): contents, consent, the National Interoperability Infrastructure (INI), document profiles.
Visual Studio Code: Microsoft releases an open source editor
Microsoft releases Visual Studio Code under MIT licence: built on Electron and TypeScript, it introduces Language Server Protocol, extension marketplace, integrated terminal and Git integration.
Fluentd and Fluent Bit: unified logging layer for the cloud
Fluentd (October 2011) by Treasure Data and Fluent Bit (2015): cloud-native log collectors. Ruby-based Fluentd for rich pipelines, C-based Fluent Bit for edge/embedded. Both CNCF graduated. Standard logging in Kubernetes clusters.
GraphQL: flexible query language for APIs
GraphQL (open source July 2015) by Facebook: query language for APIs, type system, single endpoint, client specifies what it needs. Apollo Server/Client, Relay, Hasura. Alternative to REST for multi-source data aggregation.
NixOS 15.09: declarative and reproducible Linux distribution
NixOS 15.09 (October 2015): Linux distribution based on Eelco Dolstra's Nix package manager (2003). Declarative configuration, reproducible builds, atomic rollbacks, multiple coexisting versions. Anti-rpmhell.
Electron: desktop applications with web technologies
GitHub releases Electron (formerly Atom Shell): cross-platform desktop applications with HTML, CSS and JavaScript, Chromium for rendering and Node.js for the backend. VS Code and Slack among early adopters.
GitLab CI/CD: integrated DevOps platform
GitLab CI/CD (2012 announced, 2015 Runner stable) by GitLab Inc: CI/CD native in GitLab. YAML pipelines, Docker/Kubernetes runners, Auto DevOps, package registry. Self-hosted alternative to GitHub Actions.
Keras: high-level deep learning in Python
Francois Chollet publishes Keras, a high-level Python API for building neural networks: sequential and functional layers, compile/fit/evaluate and swappable backend between Theano and TensorFlow.
OWASP ZAP 2.4: open source web security scanner
OWASP Zed Attack Proxy (ZAP) 2.4 (June 2015): intercepting HTTP proxy, spider/crawler, active and passive scanner, fuzzing, automation via REST API. The OWASP Flagship project for application security testing.
Rust 1.0: memory safety without a garbage collector
Mozilla releases Rust 1.0: ownership, borrowing and lifetimes guarantee no data races or use-after-free at compile time, without a garbage collector and without sacrificing performance.
JWT RFC 7519: JSON Web Token for identity and authorisation
JSON Web Token RFC 7519 (May 2015): IETF standard for signed/encrypted JSON authorisation tokens. Header, payload, signature. Used in OpenID Connect, OAuth 2.0, stateless APIs, session alternatives.
React Native: native mobile interfaces from JavaScript
Facebook brings the React paradigm to mobile platforms: JavaScript components translated into native iOS and Android widgets, asynchronous bridge, hot reload and cross-platform code sharing.
Babel 5.0: the JavaScript transpiler enabling ES6+ everywhere
Babel 5.0 (March 2015) by Sebastian McKenzie: JavaScript transpiler (formerly 6to5) enabling writing ES2015+ and targeting older browsers and Node.js. Plugin architecture, source maps, automatic polyfills.
openEHR: clinical modelling, archetypes and the relationship with ISO 13606
The two-level model of openEHR: a stable Reference Model, archetypes and templates governed by the clinical community. ADL, AQL, Clinical Knowledge Manager and the relationship with ISO 13606.
Graylog Open: open source log management for SIEM
Graylog, open source log management platform started by Lennart Koopmann in 2009. Version 1.0 released 19 February 2015. Elasticsearch/OpenSearch + MongoDB backend, processing pipelines, streams, alerting, dashboards.
Vue.js: the progressive JavaScript framework
Evan You creates Vue.js by combining the best of AngularJS and React: getter/setter-based reactivity, single-file components and incremental adoption without rewrites.
osquery: endpoint telemetry via SQL
osquery (October 2014), open source from Facebook: endpoint telemetry via SQL on virtual tables (processes, users, file_events, listening_ports). Apache 2.0, Linux Foundation since 2019. Fleet for fleet management.
Caffe and the arrival of deep learning in medical imaging
Caffe (Berkeley Vision and Learning Center, Yangqing Jia), the Model Zoo with AlexNet, GoogLeNet, VGG, and the first applications of convolutional networks to medical imaging — histology, radiology, retinal imaging.
HL7 FHIR DSTU 1: a resource and REST API model for healthcare interoperability
FHIR (Fast Healthcare Interoperability Resources) Draft Standard for Trial Use 1, published by HL7 in February 2014. Resources, REST APIs, JSON/XML serialisation, profiles and the Creative Commons CC0 license.
Kubernetes: Google releases its container orchestrator
Google open sources Kubernetes, a container orchestration system inspired by its internal Borg. Pods, Services, ReplicaSets and a declarative model for managing production clusters.
Jupyter Notebook: interactive and reproducible programming
Project Jupyter spins the interactive notebook off from IPython, creating a tool for data science and research with code cells, inline output and multi-language support.
Socket.IO 1.0: real-time for Node.js with automatic fallback
Socket.IO 1.0 (May 2014) by Guillermo Rauch: real-time library for Node.js. WebSocket with long polling fallback, rooms, namespaces, auto-reconnect. De facto standard for chat, notifications and web collaboration.
Machine learning for defect detection and production optimisation
ML models applied to industrial quality control and manufacturing process efficiency.
Spring Boot 1.0: convention over configuration for the Java world
Spring Boot 1.0 (April 2014) by Pivotal (Phil Webb, Dave Syer): standalone Java application with embedded server, auto-configuration, starter dependencies, production-ready metrics. Radical renewal of the Spring stack.
Apache Spark: in-memory distributed processing
Apache Spark introduces the RDD model and in-memory execution to distributed processing, achieving speeds up to 100x faster than Hadoop MapReduce for iterative workloads.
OpenID Connect 1.0: modern identity layer on OAuth 2.0
OpenID Connect Core 1.0 (February 2014): standard authentication layer over OAuth 2.0. ID token JWT, UserInfo endpoint, discovery metadata, SSO flows. Foundation of Google/Microsoft/Apple Sign-In, SPID, corporate login.
Webpack 1.0: the module bundler defining modern frontend
Webpack 1.0 (February 2014) by Tobias Koppers: JavaScript module bundler with code splitting, loaders for transformations (Babel, CSS, images), multiple entry points. The tool that enabled modern SPA architecture.
Hugo: static site generator in Go, unrivalled build speed
Hugo (July 2013) by Steve Francia: static site generator written in Go, builds in milliseconds for thousands of pages. Go templates, Markdown, shortcodes, asset pipeline. Alternative to Jekyll without Ruby dependencies.
SMARTOUR: the proposal for an intelligent tourism platform
The SMARTOUR proposal takes shape, a platform for smart tourism and cultural heritage, with noze as software architect.
Pandas: the Python library that standardized data analysis
Pandas consolidates its role as the reference library for tabular data analysis in Python with DataFrame, Series, indexing, merge, groupby and I/O to CSV, SQL and Excel.
CoreOS: the minimal Linux OS for the container era
CoreOS (December 2013) by Alex Polvi and Brandon Philips: minimal, immutable Linux distribution with atomic updates oriented to container execution. The embryo of many ideas of the cloud-native era.
HL7 CDA R2: structured clinical documents and the Italian profiles
HL7 Clinical Document Architecture Release 2: XML, RIM, header and body, structuring levels. The Italian HL7 Italia profiles for discharge letter, lab report, emergency department record.
PostCSS: modular CSS transformation with JavaScript
PostCSS (September 2013) by Andrey Sitnik: JavaScript tool to transform CSS with plugins. Autoprefixer, CSS Modules, CSS Nano, new CSS syntaxes. Modular architecture alternative to monolithic preprocessors.
React: a new paradigm for user interfaces
React introduces the Virtual DOM, declarative rendering and components as functions of data with unidirectional flow, changing the way web interfaces are built.
MISP: open source platform for threat intelligence sharing
MISP (2013) by CERT Belgium/CIRCL Luxembourg: open platform for threat intelligence sharing. MISP JSON format, STIX/TAXII, galaxy, taxonomies, feeds. AGPLv3 licence. Adoption by NATO, national CSIRTs, ISACs.
Snowden and cryptography: June 2013 as a turning point for the secure web
Snowden's June 2013 revelations on NSA programmes and the technical community's response: IETF, TLS protocol reform, HTTPS diffusion, forward secrecy, audits of open source crypto libraries. A cultural turning point.
Protégé and biomedical ontologies: editor, reasoners and the OBO Foundry
Stanford's Protégé 4.3, the biomedical ontology ecosystem (GO, ChEBI, FMA, HPO), OBO Foundry and NCBO's BioPortal, OWL 2 reasoners (HermiT, Pellet, ELK) and uses in phenotyping, drug discovery and CDS.
Jekyll 1.0: the static site generator that invented GitHub Pages
Jekyll 1.0 (May 2013) by Tom Preston-Werner: Ruby static site generator integrated with GitHub Pages. Markdown, Liquid templates, blog-aware. Democratised free-hosted static sites.
Docker: containers make deployment reproducible
Docker makes Linux containerisation technologies — namespaces, cgroups and union mount filesystems — accessible through Dockerfiles, images and registries for reproducible deployment.
DICOM: the imaging standard and its open source ecosystem
Digital Imaging and Communications in Medicine (DICOM): standard structure, SOP Classes, DIMSE services, network and file transport. The open source toolkits dcm4che, DCMTK, GDCM, Orthanc.
Arduino YÚN: Linux + microcontroller, the first step toward official Arduino IoT
Arduino YÚN (10 May 2013): the first official Arduino board integrating Linux (Linino/OpenWrt) on an Atheros AR9331 chip alongside the ATmega32U4 microcontroller. An architectural gateway into IoT and cloud services integration.
BeagleBone Black: the industrial SBC alternative to Raspberry Pi
BeagleBone Black (April 2013, Texas Instruments/BeagleBoard.org): $45 SBC with Sitara AM3358 ARM Cortex-A8, 512 MB RAM, 2 GB onboard eMMC flash. More industrial-oriented than Raspberry Pi thanks to real-time PRU and extended I/O.
Vagrant: reproducible development environments from a Vagrantfile
Vagrant 1.x (2012-2013) by Mitchell Hashimoto: wrapper over VirtualBox/VMware/AWS for virtualised development environments configured via a Vagrantfile, integrated provisioning with Puppet/Chef/Ansible. The seed of HashiCorp.
Italian Electronic Health Record: Decree-Law 179/2012, Article 12, and the legal birth of the FSE
Decree-Law 179/2012 and Article 12: the first unified legal framework for the Italian Electronic Health Record (FSE). Purposes, actors, relationship with the Digital Administration Code and the Data Protection Authority guidelines.
TypeScript: Microsoft adds types to JavaScript
TypeScript introduces a JavaScript superset with an optional type system, interfaces, generics and type inference that compiles to standard JavaScript to make large-scale projects manageable.
OAuth 2.0 RFC 6749: the delegated authorisation standard
OAuth 2.0 RFC 6749 (October 2012): IETF standard for delegated authorisation, access tokens, authorization code/implicit/client credentials/password flows. Foundation of social login, B2B APIs, user resource access.
Italian Fablab network: digital fabrication labs in Italy since 2011
In 2011-2012 the first Italian Fablabs open: Turin, Reggio Emilia, Milan, Rome, Venice. A network extending the MIT CBA initiative into educational practice, tech parks and local innovation policy.
Ansible: agentless infrastructure automation
Ansible introduces an agentless automation system based on SSH and Python with declarative YAML playbooks, idempotency and inventory to manage IT infrastructure.
Celery 3.0: distributed task queue for Python
Celery 3.0 (July 2012) by Ask Solem Hoel: asynchronous distributed task queue for Python, RabbitMQ/Redis broker, scheduler, workflow (chain, group, chord). De facto standard for background jobs in Django/Flask.
OSHWA and Open Source Hardware Definition: the standard for open hardware design
Open Source Hardware Association (OSHWA, 2011-2012) and the Open Source Hardware Definition: formal criteria for when a hardware project can truly be called open. OSHW certifications, licences, and participation from Arduino, SparkFun, Adafruit.
Go 1.0: Google's language for concurrency and network services
Go 1.0 introduces a compiled language with garbage collection, goroutines for concurrency, fast compilation and static binaries, designed by Google for large-scale network services.
Arduino Shields: the plug-and-play expansion module ecosystem
Arduino Shields (since 2008): plug-and-play expansion boards that plug onto Arduino pins to add features — Ethernet, Wi-Fi, motors, LCD, GSM, GPS, audio. The pattern that made Arduino endlessly extensible.
Machine learning and data science enter production
Data science activities for Dake and external clients take shape: the first ML-based data analytics and BI solutions enter production.
Raspberry Pi Model B: the $35 single-board computer that democratised computing
Raspberry Pi 1 Model B (29 February 2012): $35 single-board computer with ARM1176, 256 MB RAM, Ethernet, HDMI, GPIO. Born for British computer science education, becomes a worldwide standard for amateur and professional edge computing.
HL7 v2: the messaging backbone of hospitals
HL7 Version 2: pipe-delimited encoding, segments, message types (ADT, ORM, ORU, SIU, MDM), MLLP transport. Role in the Italian hospital landscape and open source tooling for integration.
OpenCDS: open source clinical decision support services
OpenCDS launched in 2010 by the University of Utah and the VA, the architecture as HL7 DSS web service, the HL7 vMR data model, Drools as rule engine, and the comparison with Arden Syntax and GELLO.
WebSocket RFC 6455: the protocol for real-time web
WebSocket RFC 6455 (December 2011): IETF standard protocol for browser-server full-duplex communication over TCP. HTTP handshake, binary framing, universal browser support since 2012. Foundation of web chat, trading, gaming.
GitLab: self-hosted repository hosting and CI/CD
GitLab provides a self-hosted platform for Git repositories, merge requests, issue tracking and integrated CI/CD in a single Ruby on Rails application.
Dake spinoff is born: AI, sensors and energy
The Dake spinoff is founded, born from the RIPEG experience with sensors, IoT and energy, with a focus on AI optimisation of energy networks.
Arduino IDE 1.0: stabilising the development environment
Arduino IDE 1.0 (30 November 2011): first stable release of the Arduino development environment. Stabilised APIs, new preprocessor, improved library management, consolidated sketch compatibility for years to come.
Bootstrap: Twitter's CSS toolkit for the responsive web
Bootstrap provides an open source CSS toolkit with a responsive grid, pre-built UI components, JavaScript plugins, typography and forms to standardise frontend development.
Salt: parallel remote execution and configuration management over ZeroMQ
Salt Stack (early 2011) by Thomas S. Hatch: Python framework for remote execution and configuration management with ZeroMQ transport, master/minion architecture, declarative states. A new entry in the IaC landscape after Puppet and Chef.
FaSt spinoff is born: photovoltaic energy
The FaSt spinoff is founded, dedicated to photovoltaic energy generation projects.
Laravel 1.0: the PHP framework that modernised the stack
Laravel 1.0 (June 2011) by Taylor Otwell: modern PHP framework with Eloquent ORM, Blade templates, Artisan CLI, inspired by Ruby on Rails. Redefined PHP development in the 2011-2020 decade.
Apache Kafka: distributed messaging for the data era
Apache Kafka introduces a distributed messaging system based on append-only logs, partitioning, consumer groups and configurable retention to treat data as a continuous stream.
OpenStack Cactus: open source IaaS private cloud reaches its third release
OpenStack Cactus (15 April 2011): third release of the project launched in 2010 by NASA and Rackspace. Nova (compute) and Swift (object storage) consolidate the open source Infrastructure-as-a-Service alternative to Amazon EC2/S3.
Jenkins: the fork from Hudson and the birth of modern open source CI/CD
The Jenkins fork from Hudson (January-February 2011) after the trademark dispute between Oracle and the community: Kohsuke Kawaguchi stays with Jenkins under MIT licence, Hudson moves to Eclipse Foundation. An open source governance lesson.
LibreOffice 3.3: the first release of the fork from OpenOffice.org
LibreOffice 3.3 (25 January 2011): first stable release of the community fork of OpenOffice.org from Oracle, led by The Document Foundation. Story of a preemptive fork motivated by corporate governance risks.
AngularJS: Google brings declarative data binding to the browser
AngularJS introduces two-way data binding, dependency injection and directives in the browser, creating the first opinionated SPA framework for enterprise applications.
Co-founding T-OSSLab, Tuscany's Open Source competence centre
noze is among the promoters of T-OSSLab, the Tuscan regional competence centre for Open Source software.
Arduino Uno: the symbolic board of the maker movement
Arduino Uno (September 2010): the consolidated version of the Arduino board, with ATmega328P, native USB via ATmega16U2, pin-compatible layout for future shields. Becomes the iconic hardware of maker culture.
cTAKES: open source clinical NLP from Mayo Clinic on Apache UIMA
The release of cTAKES by Mayo Clinic (2010), architecture on Apache UIMA, annotation pipeline (tokenisation, POS, chunking, UMLS dictionary lookup, NER, NegEx), comparison with MetaMap and role in the i2b2 Obesity Challenge.
D@NTE: digital publishing with Giunti Editore
D@NTE project with Giunti Editore and Giunti Scuola: advanced publishing systems, collaborative SaaS portal and learning platform on Alfresco.
npm: the package manager that created an ecosystem
npm introduces a centralised registry and client for managing Node.js modules, with package.json, semantic versioning and nested dependencies.
Suricata 1.0: open source multi-threaded IDS/IPS
Suricata 1.0 (July 2010) by Open Information Security Foundation (OISF): multi-threaded IDS/IPS/NSM engine, Snort-compatible rules, native IPv6 support, application-layer detection. The modern alternative to Snort.
Express.js: the reference web framework for Node.js
Express.js (May 2010) by TJ Holowaychuk: minimal web framework for Node.js, composable middleware, routing, inspired by Sinatra. Foundation of most Node.js REST APIs of the 2010-2020 decade.
RIPEG: mobile environmental monitoring selected for Expo Shanghai
The RIPEG project for real-time ultrafine particulate monitoring on mobile vehicles is selected for 'Italy of Innovators' at Expo Shanghai.
Flask 0.1: the Python microframework for APIs and webapps
Flask 0.1 (April 2010) by Armin Ronacher: Python web microframework based on Werkzeug and Jinja2. Decorator routing, simple requests/responses, minimal API. Lightweight alternative to Django for REST APIs and microservices.
Forum PA 2010: Open Source document management with Alfresco for public administration
Stefano Noferi speaks at Forum PA 2010 in Rome on document management in public administration with Alfresco: dematerialisation, electronic protocol, workflow and integration with digital signatures and certified email.
systemd v1: controversial but dominant Linux init system
systemd v1 (May 2010) by Lennart Poettering and Kay Sievers (Red Hat): parallel init system, socket activation, declarative unit files, unified service management. Adopted as default by Fedora, Debian, Ubuntu, RHEL.
scikit-learn: accessible machine learning in Python
scikit-learn 0.1 brings classification, regression and clustering to Python with a uniform fit/predict/transform API, built on NumPy and SciPy.
ROS: the operating system for open source robotics
ROS (Robot Operating System) is the open source middleware from Willow Garage that standardises robotic development with publish/subscribe communication, hardware abstraction and simulation.
Redis: the in-memory store redefining caching
Redis is an in-memory data structure server supporting strings, lists, sets, hashes and sorted sets, with atomic operations, pub/sub and optional persistence.
Varnish Cache 2.0: open source high-performance HTTP reverse proxy
Varnish Cache 2.0 (2008-2009) by Poul-Henning Kamp: HTTP reverse proxy written from scratch for caching, VCL as configuration DSL, shared-memory architecture. The piece that lets the LAMP stack scale.
MariaDB: the fork protecting MySQL's open future
MariaDB is born as a fork of MySQL after Oracle's acquisition of Sun, offering drop-in compatibility, the Aria storage engine and an improved query optimiser.
Web consulting for the UN, ILO and University of Oxford
noze works for the UN Secretariat in Geneva, the ILO and the University of Oxford: web architectures and collaborative portals on Plone.
MongoDB 1.0: the document database that opens the practical NoSQL era
MongoDB 1.0 (August 2009) by 10gen: JSON-native document database, BSON as binary format, JavaScript shell, AGPL 3.0 licence. The concrete entry of the NoSQL paradigm into mainstream web development.
Node.js: JavaScript leaves the browser
Node.js brings JavaScript to the server side through Chrome's V8 engine, with a single-threaded event loop and non-blocking I/O to handle thousands of concurrent connections.
Knowledge management for Prometeia
Knowledge management and activity management platform for Prometeia: risk management, budget forecasting and collaborative tools.
MetaMap and UMLS: concept extraction from clinical and biomedical text
The National Library of Medicine's MetaMap, mapping of free text to UMLS Metathesaurus concepts, the Prolog/Java architecture, the NLM tool family and uses in coding, indexing and biomedical literature mining.
Puppet 0.24: declarative Infrastructure as Code before Chef and Ansible
Puppet 0.24.6 (April 2009) by Luke Kanies / Reductive Labs: declarative DSL for configuration management, agent/master model, compiled catalog and versionable manifests. The emergence of Infrastructure as Code before Chef and Ansible.
Open Source enterprise platforms: Plone, Alfresco and beyond
noze's business lines expand: Plone/InFlow CMS, Alfresco ECM, System Integration, Networking, ICT Legal and R&D.
Fab Academy: the distributed training programme on digital fabrication
Fab Academy (2009) by Neil Gershenfeld and MIT CBA: intensive training programme on digital fabrication, distributed across all Fab Labs worldwide. 5 months, 19 weekly modules, final project, Fab Diploma.
Python 3: the deliberate break with backward compatibility
Python 3.0 fixes historical language inconsistencies: print becomes a function, Unicode strings by default, true division. A transition that will take years.
OpenCV for medical image analysis: open source pattern recognition
The OpenCV library originating at Intel in 1999, OpenCV 1.0 of 2006 and 1.1 in development in 2008. Pre-processing, feature extraction, Viola-Jones face detection, and typical uses in mammography, retinal imaging, microscopy and dermatology.
OSSEC: open source HIDS, Wazuh's ancestor
OSSEC, Host-based Intrusion Detection System founded by Daniel Cid in 2004: log analysis, file integrity monitoring, rootcheck, active response, XML rules/decoders. Version 2.0 released 27 October 2008, GPLv2 licence.
Metasploit Framework 3: the Ruby rewrite and the maturation of open source penetration testing
Metasploit Framework 3 (March 2007) by H.D. Moore: full rewrite in Ruby, modular architecture (exploit, payload, auxiliary, encoder), Meterpreter as in-memory payload. Version 3.2 and the state of the art of pentest at 2008.
noze at the discussion day on Open Source and Reuse
noze participates in the discussion day on Open Source and Reuse, organised by the Regional Competence Centres of Regione Toscana.
Nginx: the event-driven architecture challenging Apache
Nginx uses an asynchronous event-driven model to handle thousands of concurrent connections with minimal memory: reverse proxy, load balancing and static serving for high-traffic sites.
Linux kernel 2.6: enterprise maturity and new release model
The 2.6 kernel adopts time-based releases: O(1) scheduler, NPTL, SELinux, device mapper and FUSE bring Linux to data centres, embedded devices and supercomputers.
RepRap and Prusa: the self-replicating open source 3D printer
RepRap (2005, Adrian Bowyer, University of Bath): self-replicating open source 3D printer. From academic project to global movement, through to Prusa i3 (2012, Josef Průša), the de facto standard of hobbyist 3D printing.
noze Bronze Sponsor of PyCon Due Italia
noze is Bronze Sponsor of PyCon Due Italia, the second Italian Python community conference, held 9-11 May.
GitHub: social Git hosting and the paradigm shift in open development
The founding of GitHub (April 2008) by Tom Preston-Werner, Chris Wanstrath and PJ Hyett: Git hosting with pull requests, fork and social features, built on Ruby on Rails. The shift from individual to at-scale collaborative open source.
Wireshark 1.0: the reference open source network analyser
Wireshark 1.0 (31 March 2008): protocol analyser evolution of Ethereal (1998, Gerald Combs), over 1000 protocols supported, GPLv2 licence. The dominant tool for network troubleshooting, security analysis and teaching.
Mercurial 1.0: the Python DVCS standing alongside Git
Mercurial 1.0 (March 2008) by Matt Mackall: distributed version control written in Python, GPL licence, pragmatic alternative to Git with a simpler data model. Adoption by Mozilla, OpenJDK, Python, Xen.
PostgreSQL 8: the relational database that makes no compromises
PostgreSQL 8.3 with HOT updates, integrated full-text search and improved performance. MVCC, extensions, custom types and PL/pgSQL: from Berkeley academic project to the most complete open source relational database.
Hadoop: the framework for large-scale distributed processing
Inspired by Google's GFS and MapReduce papers, Hadoop offers distributed storage (HDFS) and parallel computation (MapReduce) on commodity hardware with native fault tolerance.
noze at QuiFree.it, Festival of Creativity in Florence
noze, as CIRS Consortium President, participates in QuiFree.it at the Festival of Creativity in Florence, promoted by Regione Toscana.
Sass: the CSS preprocessor that changed styling
Sass (2006) by Hampton Catlin and Natalie Weizenbaum: variables, nesting, mixins, partials, functions. First and most widely used CSS preprocessor, later SCSS syntax and Dart Sass. Foundation of modern styling.
Drools: open source rule engine and applications in clinical decision support
Drools 4.0 (July 2007), the move under JBoss/Red Hat, Mark Proctor's Rete-OO algorithm, DRL and DSL. The role as a general-purpose rule engine reusable for CDS systems in healthcare.
ESCOGITARE: visual workflow and DNA simulation on Grid
The ESCOGITARE project launches with ISTI-CNR: visual workflow manager, DNA sequence experiment simulation and BPEL processes on Grid Globus.
GPL v3: the Free Software Foundation updates copyleft
After 18 months of public consultation, the FSF releases GPLv3: anti-tivoization clauses, Apache 2.0 compatibility and new patent provisions.
Conclusion of the European MindRACES project
The European FP6 MindRACES project on anticipatory cognitive systems concludes, with ISTC-CNR and five European research centres.
Globus Toolkit: the middleware of scientific grid computing
Globus Toolkit provides federated authentication (GSI), job submission (GRAM), data transfer (GridFTP) and discovery (MDS) for distributed computing across heterogeneous clusters.
GRID.IT: portal for Italian Grid Computing
FIRB GRID.IT project with ISTI-CNR and INFN: portal, certification authority and dissemination for Italian Grid Computing.
Mailman: managing mailing lists and newsletters with free software
Mailman is the Python mailing list manager: subscriptions, moderation, digests, web archiving with Pipermail and MTA integration for open source community communication.
noze wins the Young Entrepreneurship Award
noze receives the 2006 Young Entrepreneurship Award from the ConfCommercio Pisa Young Entrepreneurs.
NumPy 1.0: the numerical foundation of scientific Python
NumPy 1.0 (25 October 2006) by Travis Oliphant: numerical library unifying Numeric and numarray, ndarray as base n-dimensional array structure, optimised vectorised operations. The pillar of the scientific Python ecosystem.
noze takes the Presidency of CIRS
noze becomes president of CIRS, Italy's first consortium of FLOSS companies, of which it had been a co-founder in 2004.
Pattern recognition for industrial quality control
noze launches industrial projects for automatic pattern and image classification for defect detection in manufacturing processes.
jQuery 1.0: "write less, do more" and DOM standardisation
The release of jQuery 1.0 (26 August 2006) by John Resig: concise API for DOM, CSS selectors, AJAX, event handling. Dominant JavaScript library of the 2006-2016 decade, foundation of the interactive web.
Zimbra: the open source collaborative suite for email and groupware
Zimbra delivers email, calendar, contacts and tasks in an open source platform with an AJAX client, Java backend, and integrated Postfix and OpenLDAP as an alternative to Exchange.
SIRM: first European online scientific poster management system
At the 42nd SIRM National Congress, the fully online scientific poster management system developed by noze debuts, the first of its kind in Europe.
Arden Syntax and GELLO: HL7 languages for clinical logic and decision support systems
Arden Syntax 2.5 (ANSI 2005) and Medical Logic Modules, the new HL7 GELLO standard based on OCL, the comparison with GLIF, PROforma and Asbru, and the state of Clinical Decision Support in healthcare information systems.
Maker Faire: the public fair of maker culture
Maker Faire (April 2006, San Mateo, O'Reilly Media, Dale Dougherty): public demonstration event for maker projects, open hardware, 3D printing, robotics, biohacking. Global diffusion, with the European edition Maker Faire Rome since 2013.
Alfresco: enterprise content management without proprietary licenses
Alfresco delivers an open source ECM with JSR-170 repository, BPMN workflow, document versioning, metadata and automatic rules as an alternative to SharePoint and Documentum.
Interactive CD-ROM for Fondazione CRUI on university self-assessment
noze develops the interactive multimedia CD-ROM on self-assessment of university study programmes for Fondazione CRUI, coordinated by Consorzio Quinn.
Ruby on Rails 1.0: convention over configuration
Ruby on Rails 1.0 ships in 2005: Active Record, MVC, scaffolding, migrations and the CoC and DRY principles redefine productivity in web development.
Radio 105: double win at the Sole 24 Ore WWW Award
105.net, designed by noze, wins the Entertainment and Broadband categories at the Sole 24 Ore WWW Award.
Joomla: the community CMS born from the Mambo split
Joomla is born in 2005 as a fork of Mambo: MVC architecture in PHP, extension system, ACL and content management driven by the open source community.
Teaching at the University of Pisa Open Source Master
Noferi teaches at the University of Pisa Master in Open Source software management, with lectures on CMS and web applications.
Django: the Python web framework born in a newsroom
Django is born in 2005 at the Lawrence Journal-World: ORM, auto admin, URL routing, template engine and built-in authentication in the 'batteries included' Python framework.
A.K.I.R.A. wins Opensourcecontest.it
The Open Source cognitive architecture A.K.I.R.A. wins Opensourcecontest.it, the first Italian framework for intelligent agents.
Arduino: Ivrea origins and the open source microcontroller revolution
Arduino (2005, Ivrea, Massimo Banzi, David Cuartielles, Tom Igoe, Gianluca Martino, David Mellis) at the Interaction Design Institute Ivrea: the open source hardware board that democratised educational electronics, IoT and prototyping.
New portal of the Province of Teramo by noze
The new portal of the Province of Teramo, developed by noze on Open Source technologies, goes online with informational and e-government services.
Git: Linus Torvalds reinvents version control
Git is born in 2005 as a distributed version control system: SHA-1 integrity, DAG commits, cheap branching and full clones reshape the way software is developed.
Founding of the Italian Zope Association (AZI)
The Italian Zope Association (AZI) is founded to develop the Italian Zope and Plone community. noze is among the founding members.
CMOS: project conclusion and contribution to the Plone ecosystem
The CMOS project concludes after 30 months. The fully Open Source CMS platform developed with Bassilichi and the University of Florence feeds into the Plone ecosystem.
JBoss AS 4: an open source J2EE 1.4 application server
JBoss Application Server 4.0 (December 2004): certified J2EE 1.4, JMX microkernel, embedded Tomcat, Hibernate 3, JMS and JAAS. The maturity of open source Java enterprise middleware under LGPL.
3D Slicer: the open source platform for medical imaging and surgical planning
The 3D Slicer project begun at Brigham and Women's Hospital and MIT AI Lab, the NA-MIC consortium founded in 2004 with NIH grant, the modular architecture based on ITK and VTK, and clinical uses in neurosurgery and research.
RadioMonteCarlo wins the WWW Award from Il Sole 24 Ore
The radiomontecarlo.net website, built by noze, wins the Arts, Culture and Entertainment category at the WWW Award from Il Sole 24 Ore.
PHP 5: the object-oriented turn for the web's language
Zend Engine II brings PHP a full OOP model: visibility, interfaces, exceptions, iterators. With PDO and SimpleXML, PHP becomes a platform for structured web applications.
MindRACES FP6: anticipatory cognitive systems and the AKIRA framework
European FP6 project on anticipatory cognitive systems. noze develops AKIRA, a multithreaded C++ framework with Fuzzy Logic and Fuzzy Cognitive Maps.
CIRS: the first Italian consortium of FLOSS companies is born
CIRS (Consortium Italicum Ratione Soluta) is founded, the first Italian consortium of FLOSS companies. noze among the founding members.
Plone: the enterprise CMS built on Python and Zope
Built on CMF and Zope, Plone 2.x offers configurable workflows, role management, WCAG accessibility and internationalisation. The CMS adopted by public administrations, universities and international organisations.
Fab Lab: the distributed lab model born at MIT
Fab Lab (fabrication laboratory) was born at the MIT Center for Bits and Atoms from Neil Gershenfeld between 2001 and 2003: workshops with digital machines (3D printing, laser cutter, CNC) open to the community. Later replicated in thousands of cities worldwide.
noze joins the campaign against software patents in Europe
noze joins the FFII campaign against software patents in Europe, publishing an appeal and open letter on noze.it.
OpenLDAP: open directory services for identity management
The open source LDAPv3 implementation that centralises authentication and identity management across every non-Microsoft infrastructure. Schema, DIT, backends and replication.
Subversion 1.0: atomic versioning after CVS
The release of Subversion 1.0 (23 February 2004) by CollabNet: atomic commits, directory versioning, tracked renames, FSFS/Berkeley DB backends and WebDAV/DeltaV transport. A generational replacement for centralised version control.
SQLite: a relational database in a single file
No server, no configuration: SQLite is a complete SQL database in a linkable C library. ACID compliant, zero-admin, designed to make SQL portable everywhere.
WordPress: the CMS that redefines web publishing
A fork of b2/cafelog, WordPress 0.7 introduces a clean editor, readable permalinks and a plugin-and-theme architecture. A CMS designed for writers, not programmers.
WEKA: open source data mining and applications in biomedical research
The release of WEKA 3.4 (June 2003), the University of Waikato, the Witten and Frank book, the included classifiers (J48, naive Bayes, SMO) and typical uses in biomedical research — sample classification, gene expression, outcome prediction.
Open Source and PA in Lodi: Noferi presents InFlow for e-government
National conference in Lodi on Open Source and reducing PA costs. Noferi presents the InFlow CMS case for Public Administration.
Sabre: web platform replacing 3270 terminals in travel agencies
noze begins building an Open Source web platform for Sabre Italia that replaces IBM 3270 terminal access to transport and tourism operator booking systems, bringing host services into the browser.
SIRM: integrated member management and online services system
noze begins building the integrated member management system for SIRM: registry, accounting, CME training events, national congress, sirm.org portal and integration with the Hermes mailserver already in production.
FreeBSD: the operating system for network engineers
Derived from 4.4BSD-Lite, FreeBSD offers a high-performance network stack, Jails and the Ports system. The operating system chosen by Yahoo and Hotmail for production workloads.
Italian Zope Meeting at Webbit 2003
noze attends the Italian Zope Meeting at Webbit 2003, gathering the Italian community of Zope developers and users.
National Open Source and Public Administration conference at CNR Pisa
National conference on Open Source and Public Administration at CNR Pisa, with Minister Stanca. Noferi speaks on behalf of SMEs.
The Open Source Initiative and free software licenses
The Open Source Definition, OSI's role and the differences between copyleft (GPL, LGPL) and permissive (BSD, MIT, Apache) licenses.
noze at the IDC Content Management Executive Seminar 2003
noze exhibits at the IDC Content Management Executive Seminar 2003 in Milan, presenting Open Source CMS solutions based on Zope and InFlow.
Tuscany meeting of Open Source companies and professionals
noze organises the Tuscany meeting of companies and professionals working to establish an Open Source business association.
Postfix: the mail server designed for security
Modular architecture with privilege separation, TLS and SASL integration: Wietse Venema's MTA born from IBM research.
Hermes: complete email solution on an Open Source stack
Email platform on Linux/Postfix for intranet and internet, from SME to ISP, with antispam, antivirus and webmail.
ITK — Insight Toolkit: the NIH open source library for medical image segmentation and registration
The release of ITK 1.0 in October 2002, the NLM Visible Human Project initiative, the Insight Software Consortium (ISC), the C++ template-based architecture and its role as the foundation of the open source medical image analysis ecosystem.
noze at SMAU 2002 in Milan
noze participates in SMAU 2002, Italy's main IT and digital technologies trade fair, in Milan.
CMOS: Content Management Open Source with MIUR and University of Florence
Industrial research project funded by MIUR for a modular, multi-channel Open Source CMS platform.
OpenSSL: the open source cryptography protecting the internet
From SSLeay to OpenSSL: SSL/TLS implementation, X.509 certificates, symmetric and asymmetric cryptography for HTTPS, SMTPS and IMAPS.
noze at Webbit 2002 in Padova
noze participates in Webbit 2002 in Padova, the Italian event for web and Open Source technologies.
MySQL: the open source database powering the web
MySQL 3.23 and 4.0: ACID transactions with InnoDB, replication, full-text search and pluggable storage engine architecture for high-traffic web.
First Tuesday Pisa: Open Source, turning point or flash in the pan?
Noferi panelist at the First Tuesday Italy event in Pisa on the future of Open Source, with Microsoft Italy, Sant'Anna and the City of Pisa.
noze at the Navacchio Technology Park
noze moves to the Navacchio Technology Park (Pisa), becoming a long-standing presence in the innovation park.
GNU Bash: the shell that bridges scripting and system administration
Bash 2.x is the default shell on every GNU/Linux system: variables, pipes, redirection, process substitution and scripting for system administration.
OpenSSH: secure and open source remote access
OpenSSH provides a free implementation of the SSH protocol: public key authentication, encrypted tunneling and secure file transfer for every Unix server.
noze at the Linux Install Party at Polo Fibonacci in Pisa
noze participates in the Linux Install Party at Polo Fibonacci, Pisa, with real-time video streaming on Linux Day.
R and Bioconductor: open source statistics for bioinformatics and clinical research
The R language as an open source platform for statistical analysis in biomedicine, the Bioconductor project launched in 2001 for microarray and genomic data analysis, the first libraries in development and the comparison with proprietary platforms.
Zope: the object-oriented application server for the web
Zope offers a radically different approach to web development: an integrated object database, granular security and through-the-web architecture.
noze at Webbit 2001 in Padova
noze participates in Webbit 2001, one of Italy's main events for web, Open Source and internet technologies.
Community: real-time messaging with Jabber and SARITEL
Instant messaging platform based on Jabber with SMSToolz, developed with SARITEL S.p.A. for integrated Web-Wap messaging.
InFlow CMS: Open Source content management with asynchronous workflow
Open Source CMS based on Zope/CMF with asynchronous workflow, extensible content types, RDF export and multi-level access control.
Radio 105: high-traffic portals entirely on Open Source
The Radio 105 group websites — 105.net, radiomontecarlo.net, unitedmusic.it — among the first in Italy built ad hoc on an Open Source stack.
Python 2: an interpreted language aiming high
Python 2.1 brings lexical scoping and weak references. An interpreted language that combines readability, a rich standard library and a pragmatic approach to development.
Apache HTTP Server: the open source web server that dominates the internet
With over 60% market share, Apache HTTP Server is the world's most widely used web server. Prefork architecture, modules and the governance model of the Apache Software Foundation.
DBPower: automatic code generation from data structures
Model-driven generative tool for automatic recognition of data structures and generation of database code and web interfaces.
PHP 4: the language of the dynamic web
With the new Zend Engine, PHP 4 establishes itself as the dominant language for dynamic web page generation, at the heart of the LAMP stack.
B.O.S.S. — Business Open Source Server for SMEs
All-in-one Linux server for corporate networks: internet, email, file sharing, security and backup in a single solution.
The Linux kernel: foundations of the noze stack
Linux is the kernel on which noze bases its entire infrastructure: servers, networking, security and web applications.
The GNU project and free software
The GNU project and the Free Software Foundation provide the philosophical and technical foundations on which noze builds its solutions.
noze is born: Open Source solutions from Pisa
noze S.r.l. is founded in Pisa. Open Source solutions for web, cyber security, automatic systems and R&D.
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