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.

Cotonou, Benin Joined on Sep 9, 2026 https://github.com/catidegla

Sep 10

Trois fournisseurs mobile money, trois modèles d'idempotence, dont deux qui n'en ont aucun

#laravel #php #paiement #afrique

6 min read

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Christ-loisele Atidegla

Sep 9

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

#agents #ai #devtools #opensource

2 min read

Christ-loisele Atidegla

Sep 9

Le Fa, un système binaire à 256 signes du Bénin, et ce qu'il faut pour l'encoder correctement

#javascript #opensource #afrique #algorithmes

4 min read

Christ-loisele Atidegla

Sep 9

Two published tables disagreed, and the structure settled it

#opensource #datastructures #culture #testing

3 min read

Christ-loisele Atidegla

Sep 9

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

#javascript #opensource #culture #datastructures

4 min read

Christ-loisele Atidegla

Sep 9

Exposer vos modèles Eloquent à un agent IA sans lui donner votre base

#laravel #php #ia #securite

4 min read

Christ-loisele Atidegla

Sep 9

Letting an AI agent follow a relation without widening what it can see

#laravel #ai #security #eloquent

3 min read

Christ-loisele Atidegla

Sep 9

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

#security #ai #laravel #php

3 min read

Christ-loisele Atidegla

Sep 9

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

#laravel #php #ai #security

4 min read

Christ-loisele Atidegla

Sep 9

Zero is singular in French, and five other translation bugs that never throw

#i18n #laravel #javascript #webdev

4 min read

Christ-loisele Atidegla

Sep 9

What nDCG sees that precision and recall miss

#rag #machinelearning #search #ai

3 min read

Christ-loisele Atidegla

Sep 9

Your eval thresholds will not catch the regression, and here is the arithmetic

#testing #ai #devops #rag

3 min read

Christ-loisele Atidegla

Sep 9

An LLM judge cannot be a build gate, and it is not about the cost

#ai #testing #rag #devops

3 min read

Christ-loisele Atidegla

Sep 9

Le contrôle d'upload qui ne contrôle rien, à un mot des deux qui fonctionnent

#laravel #php #securite #webdev

3 min read

Christ-loisele Atidegla

Sep 9

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

#security #staticanalysis #php #testing

3 min read

Christ-loisele Atidegla

Sep 9

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

#nextjs #security #typescript #webdev

3 min read

Christ-loisele Atidegla

Sep 9

The Laravel upload check that checks nothing, one word away from the two that work

#laravel #php #security #webdev

3 min read

Christ-loisele Atidegla

Sep 9

Un délai d'attente n'est pas un échec, et le traiter ainsi fait payer deux fois

#php #laravel #api #paiement

4 min read

Christ-loisele Atidegla

Sep 9

Le franc CFA n'a pas de centime, et votre code de paiement l'ignore probablement

#php #laravel #paiement #afrique

5 min read

Christ-loisele Atidegla

Sep 9

Three payment providers, three different ideas of what a verified webhook is

#php #security #webhooks #api

4 min read

Christ-loisele Atidegla

Sep 9

A timeout is not a failure, and treating it as one is how you charge twice

#php #laravel #payments #api

6 min read

Christ-loisele Atidegla

Sep 9

Every awesome list rots, so I made mine delete things

#opensource #github #laravel #automation

3 min read

Christ-loisele Atidegla

Sep 9

Hybrid search in one file with node:sqlite, FTS5 and zero dependencies

#node #sqlite #search #javascript

3 min read

Christ-loisele Atidegla

Sep 9

Agent memory that commits the write before it tries to embed

#ai #sqlite #node #localfirst

2 min read

Christ-loisele Atidegla

Sep 9

A backend has to fail twice, and one failure is not an outage

#distributedsystems #node #reliability #ai

3 min read

Christ-loisele Atidegla

Sep 9

An LLM router that tells you why it chose local, and what "why" has to mean

#ai #ollama #localllm #node

3 min read

Christ-loisele Atidegla

Sep 9

The most important test in a security scanner is the one where nothing happens

#security #testing #staticanalysis #devtools

3 min read

Christ-loisele Atidegla

Sep 9

What tool poisoning actually looks like in an MCP manifest

#security #ai #mcp #unicode

3 min read

Christ-loisele Atidegla

Sep 9

MCP security scanners are wrong about four findings in five, and the cause is structural

#security #ai #mcp #devtools

3 min read

Christ-loisele Atidegla

Sep 9

XOF has no minor unit, and "always store money in cents" overcharges by 100x

#php #laravel #payments #africa

6 min read

DEV Community

Christ-loisele Atidegla

Badges

Writing Debut

Trois fournisseurs mobile money, trois modèles d'idempotence, dont deux qui n'en ont aucun

Want to connect with Christ-loisele Atidegla?

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

Le Fa, un système binaire à 256 signes du Bénin, et ce qu'il faut pour l'encoder correctement

Two published tables disagreed, and the structure settled it

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

Exposer vos modèles Eloquent à un agent IA sans lui donner votre base

Letting an AI agent follow a relation without widening what it can see

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

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

Zero is singular in French, and five other translation bugs that never throw

What nDCG sees that precision and recall miss

Your eval thresholds will not catch the regression, and here is the arithmetic

An LLM judge cannot be a build gate, and it is not about the cost

Le contrôle d'upload qui ne contrôle rien, à un mot des deux qui fonctionnent

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

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

The Laravel upload check that checks nothing, one word away from the two that work

Un délai d'attente n'est pas un échec, et le traiter ainsi fait payer deux fois

Le franc CFA n'a pas de centime, et votre code de paiement l'ignore probablement

Three payment providers, three different ideas of what a verified webhook is

A timeout is not a failure, and treating it as one is how you charge twice

Every awesome list rots, so I made mine delete things

Hybrid search in one file with node:sqlite, FTS5 and zero dependencies

Agent memory that commits the write before it tries to embed

A backend has to fail twice, and one failure is not an outage

An LLM router that tells you why it chose local, and what "why" has to mean

The most important test in a security scanner is the one where nothing happens

What tool poisoning actually looks like in an MCP manifest

MCP security scanners are wrong about four findings in five, and the cause is structural

XOF has no minor unit, and "always store money in cents" overcharges by 100x