The barrier is not capability. It’s legibility.”
Millions of people across Africa are already creating value, running businesses, and building trust every day.
The problem isn’t a lack of ability.
The problem is that their contributions are often invisible.
Got your hands on Claude Fable 5?
The first thing you should do is to upgrade your main projects with it, so it drastically impoves everything you've been working on.
Run this Audit & Project Improvement Prompt on each repo that's important to you (simply copy-paste it):
Repo Audit & Improvement Plan:
Prompt made by Claude Fable 5
You are a world-class principal-level software engineer and technical auditor. Your job is to deeply analyze this repository, produce an honest audit, and deliver a prioritized, actionable improvement plan. Work in the four phases below, in order. Do not skip ahead.
Ground every claim in actual files: cite file paths and line numbers. If you can't verify something, say so explicitly rather than guessing.
Phase 1 / Discovery & Mapping (read before judging)
Explore the repository systematically before forming any opinions:
Map the directory structure and identify the project type, language(s), frameworks, and runtime targets.
Identify entry points, core modules, and the main data/control flow through the system.
Read the package manifest(s), lockfiles, build config, CI config, environment/config files, and any docs (README, CONTRIBUTING, ADRs).
Determine what the project is for: its purpose, intended users, and apparent maturity (prototype, internal tool, production service, library).
Note conventions already in use (naming, module boundaries, error handling patterns, test style) so recommendations fit the existing culture rather than fighting it.
Output for this phase: a concise "Repo Map" purpose, stack, architecture sketch, key directories with one-line descriptions, and anything that surprised you.
Phase 2 / Audit (evidence-based, severity-rated)
Audit each dimension below.
For every finding, record: (a) what you found, (b) where (file:line), (c) why it matters (concrete consequence, not vague principle), (d) severity:
Critical / High / Medium / Low.
• Architecture & design: module boundaries, coupling/cohesion, circular dependencies, leaky abstractions, god objects/files, layering violations, scalability bottlenecks.
• Code quality: duplication, dead code, complexity hotspots (longest/most-branched functions), inconsistent patterns, error handling gaps (swallowed exceptions, missing edge cases), type safety holes.
• Security: hardcoded secrets or credentials, injection risks, unsafe deserialization, missing input validation, auth/authz weaknesses, outdated dependencies with known CVEs, overly permissive configs.
• Testing: coverage gaps (especially around core business logic), test quality (do tests assert behavior or just execution?), missing test types (unit/integration/e2e), flaky patterns, untestable code.
• Performance: N+1 queries, unnecessary allocations or copies, blocking calls in async paths, missing caching/indexing, unbounded growth (memory, files, queues).
• Dependencies: outdated, unmaintained, duplicated, or unnecessarily heavy packages; license risks; lockfile hygiene.
• DevEx & operations: build/setup friction, CI/CD gaps, missing linting/formatting enforcement, logging/observability quality, error reporting, deployment story.
• Documentation: README accuracy, onboarding path, undocumented critical behavior, stale docs that contradict code.
Rules for this phase:
Prefer 15 high-confidence findings over 50 speculative ones.
Distinguish facts ("this function has no error handling: src/api/client.ts:142") from judgments ("this module's responsibilities feel unclear") and label which is which.
Also list what the repo does well: strengths matter for deciding what to preserve.
Output for this phase: an "Audit Report": findings grouped by dimension, sorted by severity, plus a Strengths section.
Don't forget to mention all the ugly parts that need utmost priority.
Phase 3 / Improvement Strategy
Synthesize the audit into a strategy:
Identify the 3–5 themes that explain most of the findings (e.g., "no enforced boundaries between layers," "error handling is ad hoc").
For each theme, propose a target state and the principle behind it.
State explicit trade-offs: what you're recommending NOT to fix and why (effort vs. payoff, risk, project maturity).
Define what "done" looks like — measurable signals (e.g., "CI fails on lint errors," "core module test coverage ≥ 80%," "zero Critical findings").
Phase 4 / Detailed Task Plan
Convert the strategy into an execution plan:
Break work into discrete tasks. Each task must include: Title and one-paragraph description
Files/areas affected
Acceptance criteria (how we verify it's done)
Effort estimate (S = <2h, M = half-day, L = 1–2 days, XL = needs breakdown)
Risk of the change itself (could it break things?)
Dependencies on other tasks
Order tasks into milestones:
Milestone 0
Safety net: anything needed before refactoring safely (tests around critical paths, CI gates, backups).
Milestone 1
Critical fixes: security and correctness issues.
Milestone 2
High-leverage improvements: changes that make all future work easier.
Milestone 3
Quality & polish: remaining medium/low items worth doing.
Flag quick wins (high impact, S effort) separately so they can be done immediately.
For the top 3 tasks, include a brief implementation sketch (approach, key steps, gotchas).
Final Deliverable Format
• Produce a single document with these sections:
• Executive Summary (≤10 sentences: overall health grade A–F with justification, top 3 risks, top 3 opportunities)
• Repo Map
• Audit Report
• Improvement Strategy
• Task Plan (milestones + task table + quick wins)
• Open Questions: anything you need from a human to decide (product intent, deprecation candidates, performance targets)
Constraints
Do NOT modify any code during this audit. Analysis only.
Do not pad the report. If a dimension is healthy, say so in one sentence and move on.
Calibrate to the project's maturity. Don't recommend enterprise-grade infrastructure for a weekend prototype unless the owner's goals demand it.
Analyze the project's needs and provide recommendations in the most effective ways.
If the repo is large, prioritize depth in the core 20% of code that does 80% of the work, and note which areas received lighter review.
Introducing Claude Fable 5: a Mythos-class model that we’ve made safe for general use.
Its capabilities exceed those of any model we’ve ever made generally available.
Africa's informal economy creates real value every day.
The problem isn't productivity. It's visibility.
Today, we're introducing Zivana, trust infrastructure that makes economic reputation visible, verifiable, and portable.
Built for Africa. Open to the world.
Islam draws a clear distinction between ethnicity and tribalism. Ethnicity is a natural part of human existence and is recognized by Islam, while tribalism that leads to prejudice, injustice and blind loyalty is strongly condemned.
The Qur'ān acknowledges the existence of different peoples, tribes and nations as part of Allah's design. Allah says: "O mankind! Indeed, We created you from a male and a female and made you peoples and tribes that you may know one another. Indeed, the most noble of you in the sight of Allah is the most righteous of you." (Qur'ān 49:13).
This means there is nothing wrong in associating with or identifying oneself as Yorùbá, Hausa, Fulani, Arab, Persian or others. Islam does not require people to abandon their languages, cultures, histories or ancestral identities. Rather, these differences are part of the diversity through which human beings come to know one another.
However, Islam strongly opposes ʿaṣabiyyah, tribalism or ethnic chauvinism. This occurs when a person supports his tribe, ethnic group or people regardless of whether they are right or wrong. The Prophet (ṣallāLlāhu 'alayhi wa sallam) condemned this attitude and described it as a characteristic of the pre-Islamic age of ignorance. He said: "He is not one of us who calls to tribalism, fights for tribalism or dies upon tribalism."
A Muslim therefore cannot support a criminal because he belongs to the same tribe or religion, nor can he oppress another person simply because he belongs to a different ethnic group or religion. Loyalty to truth and justice must always come before loyalty to tribe.
For this reason, Allah commands believers to uphold justice even when it is against themselves, their parents or their relatives. The Qur'ān says: "O you who believe! Stand firmly for justice as witnesses for Allah, even if it be against yourselves, your parents or your relatives." (Qur'ān 4:135).
This principle is revolutionary. It means that a Muslim must be willing to testify against his own kinsman if the latter is guilty, and support a stranger if the stranger has been wronged.
At the same time, Islam does not ask a person to stop loving his people. A Muslim may love Yorùbá culture, speak the Yorùbá language, preserve Yorùbá history, celebrate legitimate cultural achievements and work for the progress of Yorùbá land. What Islam forbids is allowing that love to become an excuse for injustice, hatred or oppression.
The Prophet (ṣallāLlāhu 'alayhi wa sallam) redefined brotherhood by making faith and righteousness superior to tribal loyalties. When some of his companions began arguing on tribal grounds, he rebuked them and said: "Leave it, for it is rotten."
In other words, tribal chauvinism destroys societies because it blinds people to truth and justice.
The Islamic position, therefore, is balanced. Islam neither abolishes ethnicity nor idolizes it. A Muslim is permitted to be proud of his heritage, grateful for his culture and devoted to the welfare of his people. Yet he must never place tribe, race or ethnicity above truth, justice and obedience to Allah.
A Muslim can therefore be fully Yorùbá, fully Nigerian and fully Muslim at the same time. But when ethnicity and justice come into conflict, justice must prevail. When tribal loyalty and divine guidance come into conflict, divine guidance must prevail. That is the essence of the Islamic position on ethnicity and tribalism.
Our internal data shows Claude is accelerating AI development—a possible path to recursive self-improvement, or AI autonomously building a more capable successor.
It’s happening faster than we thought, and the implications deserve greater attention. https://t.co/OVVPJO7VQx
@IOHK_Charles It’s not easy and I do envy how you manage all attacks. All I can say is. I look up to you and really commend your efforts. You are more than a role model
Big news: we've partnered with the Brazilian Olympic Committee (@timebrasil) to transform Olympic sport with public blockchain, IoT, and AI.
The three-year roadmap aims to position COB as the global benchmark in sports innovation.
The best part? It's all powered by Cardano. ⚡️
1/ Cohort 4 of the Nightforce Ambassador Program is now taking applications 🤝
If you believe in the mission of Midnight, care about the future of privacy, and want to help grow the ecosystem, we want to hear from you.
Apply here 👇
https://t.co/wxGB3LZWZw
@Cardano_CF Building Zivana: Trust infrastructure for the African informal economy. Making economic capability visible, verifiable, and financeable without requiring informal actors to become formal first.
https://t.co/NV3pA5hv7D
The community has spoken.
Treasury funds are not a blank check.
Every $ADA spent must be justified, transparent, and create measurable value for the ecosystem.
The era of “approve first, ask questions later” is over.
Cardano governance is working exactly as intended.
Cardano continues to rank in the top 3 chains in terms of developer activity over the last 3 years!!
The builders here are always building and one day it will pay off 💙