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Christ-loisele Atidegla

Laravel developer in Cotonou. I write about mobile money and payment integration in West Africa, and open source most of what I build.

Location Cotonou, Benin Joined Joined on  Personal website https://github.com/catidegla
Four agent skills I actually use, and the install problem nobody solved cleanly
catidegla profile

Four agent skills I actually use, and the install problem nobody solved cleanly

#agents #ai #devtools #opensource
Comments
2 min read
Le Fa, un système binaire à 256 signes du Bénin, et ce qu'il faut pour l'encoder correctement
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Le Fa, un système binaire à 256 signes du Bénin, et ce qu'il faut pour l'encoder correctement

#javascript #opensource #afrique #algorithmes
Comments
4 min read
Two published tables disagreed, and the structure settled it
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Two published tables disagreed, and the structure settled it

#opensource #datastructures #culture #testing
Comments
3 min read
A 256-state binary system from Benin, and what it takes to encode it correctly
catidegla profile

A 256-state binary system from Benin, and what it takes to encode it correctly

#javascript #opensource #culture #datastructures
Comments
4 min read
Exposer vos modèles Eloquent à un agent IA sans lui donner votre base
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Exposer vos modèles Eloquent à un agent IA sans lui donner votre base

#laravel #php #ia #securite
Comments
4 min read
Letting an AI agent follow a relation without widening what it can see
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Letting an AI agent follow a relation without widening what it can see

#laravel #ai #security #eloquent
Comments
3 min read
An AI agent audit trail that is not a second copy of your database
catidegla profile

An AI agent audit trail that is not a second copy of your database

#security #ai #laravel #php
Comments
3 min read
Your Laravel MCP tool returns every column, and three lines of code hide it
catidegla profile

Your Laravel MCP tool returns every column, and three lines of code hide it

#laravel #php #ai #security
Comments
4 min read
Zero is singular in French, and five other translation bugs that never throw
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Zero is singular in French, and five other translation bugs that never throw

#i18n #laravel #javascript #webdev
Comments
4 min read
What nDCG sees that precision and recall miss
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What nDCG sees that precision and recall miss

#rag #machinelearning #search #ai
Comments
3 min read
Your eval thresholds will not catch the regression, and here is the arithmetic
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Your eval thresholds will not catch the regression, and here is the arithmetic

#testing #ai #devops #rag
Comments
3 min read
An LLM judge cannot be a build gate, and it is not about the cost
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An LLM judge cannot be a build gate, and it is not about the cost

#ai #testing #rag #devops
Comments
3 min read
Le contrôle d'upload qui ne contrôle rien, à un mot des deux qui fonctionnent
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Le contrôle d'upload qui ne contrôle rien, à un mot des deux qui fonctionnent

#laravel #php #securite #webdev
Comments
3 min read
Two security rules I wrote and deleted, and why the second one was worse
catidegla profile

Two security rules I wrote and deleted, and why the second one was worse

#security #staticanalysis #php #testing
Comments
3 min read
Your Next.js Server Action is a public HTTP endpoint, and the button is not protecting it
catidegla profile

Your Next.js Server Action is a public HTTP endpoint, and the button is not protecting it

#nextjs #security #typescript #webdev
Comments
3 min read
The Laravel upload check that checks nothing, one word away from the two that work
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The Laravel upload check that checks nothing, one word away from the two that work

#laravel #php #security #webdev
Comments
3 min read
Un délai d'attente n'est pas un échec, et le traiter ainsi fait payer deux fois
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Un délai d'attente n'est pas un échec, et le traiter ainsi fait payer deux fois

#php #laravel #api #paiement
Comments
4 min read
Le franc CFA n'a pas de centime, et votre code de paiement l'ignore probablement
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Le franc CFA n'a pas de centime, et votre code de paiement l'ignore probablement

#php #laravel #paiement #afrique
Comments
5 min read
Three payment providers, three different ideas of what a verified webhook is
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Three payment providers, three different ideas of what a verified webhook is

#php #security #webhooks #api
Comments
4 min read
A timeout is not a failure, and treating it as one is how you charge twice
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A timeout is not a failure, and treating it as one is how you charge twice

#php #laravel #payments #api
Comments
6 min read
Every awesome list rots, so I made mine delete things
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Every awesome list rots, so I made mine delete things

#opensource #github #laravel #automation
Comments
3 min read
Hybrid search in one file with node:sqlite, FTS5 and zero dependencies
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Hybrid search in one file with node:sqlite, FTS5 and zero dependencies

#node #sqlite #search #javascript
Comments
3 min read
Agent memory that commits the write before it tries to embed
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Agent memory that commits the write before it tries to embed

#ai #sqlite #node #localfirst
Comments
2 min read
A backend has to fail twice, and one failure is not an outage
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A backend has to fail twice, and one failure is not an outage

#distributedsystems #node #reliability #ai
Comments
3 min read
An LLM router that tells you why it chose local, and what "why" has to mean
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An LLM router that tells you why it chose local, and what "why" has to mean

#ai #ollama #localllm #node
Comments
3 min read
The most important test in a security scanner is the one where nothing happens
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The most important test in a security scanner is the one where nothing happens

#security #testing #staticanalysis #devtools
Comments
3 min read
What tool poisoning actually looks like in an MCP manifest
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What tool poisoning actually looks like in an MCP manifest

#security #ai #mcp #unicode
Comments
3 min read
MCP security scanners are wrong about four findings in five, and the cause is structural
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MCP security scanners are wrong about four findings in five, and the cause is structural

#security #ai #mcp #devtools
Comments
3 min read
XOF has no minor unit, and "always store money in cents" overcharges by 100x
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XOF has no minor unit, and "always store money in cents" overcharges by 100x

#php #laravel #payments #africa
Comments
6 min read
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