M6A1 – Apply OSI license to public repositories

Define and apply an Open Source licensing strategy (e.g., MIT or Apache 2.0) and register public source code repository with an OSI-compliant license file. Deliverable: Repository URL, LICENSE file, OSI compliance verification record.

M6A2 – Create and publish project charter

Develop a comprehensive project charter including vision, mission, community statement, licensing strategy, and trademark identification. Publish in the repository documentation. Deliverable: Project charter PDF, publication date, version log.

M6A3 – Create READMEs for all public repositories

Develop complete English-language READMEs for all public repositories, including overview, developer setup instructions, connection to overall product, and list of open-source dependencies. Deliverable: README files in all repositories, commit logs, validation confirmation.

M6A4 – Deploy automated public documentation

Set up a public Open Source documentation site with continuous integration (CI/CD) for automatic deployment of HTML documentation from the public source code repository. Deliverable: Documentation site URL, CI/CD deployment logs, configuration file.

M7A1 – Attend data privacy and security session

At least 2 team members attend UNICEF data privacy and information security awareness session, with attendance verified by UNICEF focal point. Deliverable: Attendance sheet, session agenda, training materials.

M5A2 – Publish Q1 blog post on project progress

Publish one blog post at the beginning of Q1 summarizing project progress, lessons learned, and next steps on official channels with UNICEF and partner mentions. Deliverable: Link to a document with the blog posts done by ImpactScope and Kairos. https://docs.google.com/document/d…

M4A1 – Revise workplan at end of first quarter

Core team participates in UNICEF Ventures onboarding and completes co-refinement of the technical roadmap with mentors. Includes completing Q1 milestones review. Deliverable: Attendance record, finalized product roadmap endorsed by UNICEF mentors, meeting notes. https://docs.goog…

M0A3 – Create stakeholder clusters

Define at least 4 stakeholder clusters based on engagement interests and build a dashboard specification showing interconnections. Clusters to capture real-time participation in the Wobsongo ecosystem. Deliverable: Dashboard specification document; engagement metrics showing stak…

M1A2 – Develop contradiction detection methodology

Define the framework to be implemented in WobSongo to identify contradictions in influencer content, based on the FOCUS methodology developed by Prof. Fasnéwindé Kaboré. Includes relevant parameters and variables for dashboard and benchmarking. Deliverable: Methodology document d…

M6A5 – Establish open source quality assurance

Implement unit testing frameworks for front-end/backend software, document user stories and test cases, targeting 90% coverage of main functions. Deliverable: Open Source quality assurance as well as documentation concerning each document can be found at https://docs.google.com/d…

M6A7 – Follow Pull Request workflow

Adopt and enforce Pull Request workflow requiring mandatory peer review and approval by at least one contributor before merging to main branch. Deliverable: Pull Request workflow as well as each document concerning OS can be found at https://docs.google.com/document/d/1TEO8QxG6mJ…

M3A2 – Build video transcript pipeline

Build a pipeline that transcribes video content into text and translates it into French through automatic transcription. An update of the situation as of 26th of March 2026 is available here: https://docs.google.com/document/d/1IiXtc6W042r5Kc9YpVrR4XosCuEG7rv7SUTg5RZKYzE/edit?usp…

M7A2 – Complete UNICEF Privacy Impact Assessment

Complete the UNICEF Privacy Impact Assessment (PIA) standard template outlining data collection, storage, and processing practices, submitted for approval by UNICEF Data Protection Officer. Deliverable: PIA document reviewed by mentor and discussed in a call (PIA at the following…

M1A1 – Define sources of truth for analysis

Identify and document 1+ authoritative source(s) of truth (e.g. WHO, Burkina Faso Ministry of Health) against which influencer content will be compared. Justify the selection. Deliverable: Document explaining the adopted sources (M1A2) and list of the corresponding sources at htt…

M0A2 Formalize Partnerships with NGOs and Schools

At least 2 local NGOs and 4 schools/univiersities with signed MoUs or letters of intent. Deliverable: Ongoing discussion is taking part with different stakeholders. Different stakeholders mentioned the fact that they will be glad to sign an EoI/MoU when a demo will be available (…

Q1_M0A2 Improve transcription for local languages

We have been actively building and testing automatic speech recognition (ASR) pipelines for Mooré and Dioula content. Tahta conducted a systematic evaluation of multiple ASR models against real TikTok influencer audio files in both languages: Meta MMS (Massively Multilingual Spee…

Q2_M0A1_Build RAG system

We have produced comprehensive technical specifications for the Wobsongo core, including a Hexagonal Architecture design, a Decompose-Retrieve-Verify pipeline, hybrid retrieval combining vector and structured search, and a development roadmap with defined tech stack. Wobsongo Cor…

Q2_M1A2-Misinformation Detection System

We have developed a structured five-badge verification taxonomy (Axiomatic, Temporal, Probabilistic, Subjective truth tiers plus a Contradicted override), mapping to three user-facing verdicts (Correct/Ambiguous/Incorrect). A full product specification covering the verification p…

Q2_M2_UX/UI Design

The influencer analytics dashboard design has been completed for institutional audiences (telecoms, Ministry of Health, WHO, NGOs). The WhatsApp bot conversation flow for youth users has been fully designed and documented. These feed directly into Q2 alpha testing. https://docs.g…

Q2-M4 Open source and IP governance

Beyond the Q1 licensing decision (Apache 2.0), we have analyzed the patent clause implications, designed the open core vs. proprietary boundary for the language models, and planned the CLA (Contributor License Agreement) implementation, discussed with Jesse during our check-ins.

Q2_M6_Privacy Impact Assessment

The PIA work has involved substantial analysis of data retention policies and user identifier handling, which feeds directly into the Q2 privacy policy and data retention policy deliverables. https://docs.google.com/document/d/1_Js6fznC7-1VdFUjqdGfGO3SaoTPokTd/edit

2025 - Data and Trust Cohort

UNICEF Venture Fund provides up to $100,000 equity-free funding for frontier tech solutions from emerging markets for open-source SDG-enhancing tech.