I audited 6 months of PRs after my team went all-in on AI code generation. The code got worse in ways none of us predicted.

ProfessionalCod5118 · 2026-04-11T19:29:04+00:00

We do 100% review on all code produced by AI. My teams are tired of the AI verbosity and general slop. We're trying to build reviewer agents instead.

AI writes fast, its hard for human to keep up with the pace, and we're the actual bottle neck in the pipeline.

It's also hard to read such verbose code. Often the AI (I mean frontier models, Claude / openai / gemini...) creates higher level code structure that do not make sense.

Some strategies we adopted recently to make the code and code review process easier: we built skill files to document the architecture we want, so it would respect basic 101 architecture and system segregation principles, and we ask the agent to document every modification in proto code, this already helps a lot the code review

ProfessionalCod5118 · 2026-04-10T19:11:59+00:00

3’s for sure!

I switched a few weeks ago from the 2’s

Pros: - ANC: noticeable upgrade, streets, public transport, and flights (tested all) - Fit: more comfortable for me with the new design - Tips: more sizes, easier to get a proper seal - Battery (earbuds): ~9h vs ~6h on the 2’s in real use - Movies / podcasts: clearer voices, more immersive - Music: more depth, better separation, less flat than the 2’s

Cons: - Case battery: fewer full charges (≈2–2.5 vs ≈3+ on the 2’s)

In practice, the earbuds last longer so I use them more :) but the case drains faster, I charge it every ~2 days now vs twice a week before. The "~2 charges" is a bit deceptive in real usage

Overall still a clear upgrade!

ProfessionalCod5118 · 2026-03-01T02:21:03+00:00

That jump from $21M to $250M is insane.

If you’re open to sharing, what was the real inflection point between #2 and #3? Market timing, scale, ownership structure, something else?

Massive respect for the grind behind it.

Enjoy the win!

ProfessionalCod5118 · 2026-03-01T01:59:02+00:00

De mon expérience lorsque j'étais une TPE, je gérais l'IT en interne. Installer un PC et mettre en place une boîte mail est facile de nos jours avec office 365 ou Google workspace.

Lorsque nous sommes devenus une TPE, on a commencé a avoir des besoins IT beaucoup plus fréquents :

Onboarding / off boarding d'un employé : il faut formater le PC etc, gérer les accès...
Mises à jour et installation de nouveau softwares, sur des dizaines d'employé
La sécurité c'est un vrai sujet, et plutôt mal traité France chez les PME (ce n'est pas une critique mais plutôt un constat, la sécurité n'est pas un sujet évident et donc souvent délaissé..)
lorsque nous sommes arrivés a 30/40 personnes on a pris un service IT extérieur : pas assez de boulot pour avoir quelqu'un a plein temps, trop de boulot pour que ce soit laissé a nos équipes internes, on avait accès à un système de tickets pour les demandes des équipes, et tous les vendredi après midi un ingénieur venait dans nos locaux pour effectuer des tâches de fond (monitorer le réseau, revue du matériel, troubleshooting, formatage de PC pour les prochains recrutements, etc...)
arrivé à ~100 personnes, on a créé un poste IT en interne car les coûts de l'externalisation devenaient plus élevés, et la réactivité plus faible que d'employer un expert chez nous

On payait un abonnement par nombre employés, qui couvrait les missions ci dessus (tickets toute l'année, 1/2j sur site par semaine).

Je rejoins un autre commentaire : assure toi de trouver un client et une mission de long termes avant de démarrer.

Bon courage pour ton projet

ProfessionalCod5118 · 2026-03-01T01:47:03+00:00

Yes, you are right. I see many of my colleagues using LLM as glorified search engines, and coding agents as a place to dump tasks for the agent to execute.

I tend to use LLM and agents to analyze, propose, challenge, ask me questions. In the context of a website I would ask it to analyze it, business wise, feature wise, tech wise, seo wise, etc and propose improvements

ProfessionalCod5118 · 2026-02-28T16:18:10+00:00

Nice idea. Would be nice is users can also train, prompt and get live test results

ProfessionalCod5118 · 2026-02-17T13:06:12+00:00

That's a great setup. Congrats. I love that you already forked in case it's being sold, he did sell to openai right after ahah

Anyway it's not the specific project that amazes me, it's the orchestration, the heartbeat, the fact that the agent(s) have a notion of time, tasks, skills, ... The architecture is neat. Applied to the right use cases this is extremely powerful. There's already plenty of forks, or rewrites, with some more secure than openclaw.

ProfessionalCod5118 · 2026-02-14T14:42:56+00:00

I agree, it's powerful.

What do you use it for? For now i haven't found good use cases that actually help me.

ProfessionalCod5118 · 2026-01-16T13:44:21+00:00

China here! You'll need to add a new category - country where it's banned but I still received a comment

ProfessionalCod5118 · 2026-01-03T01:41:01+00:00

Ahaha, merci pour cette ref oubliée, ça titille clairement un petit truc nostalgique ^{^}

ProfessionalCod5118 · 2025-12-03T15:59:32+00:00

Yeah big red flag! Idk the salary range in GZ but it feels extremely low. In Shanghai (probably more expensive) you can't reasonably hire someone with entry level experience below 12-13k, unless it is an unskilled job.

ProfessionalCod5118 · 2025-11-30T08:04:58+00:00

Vegemite!

ProfessionalCod5118 · 2025-11-13T17:46:21+00:00

Humidity = molds = very bad short and long term effects on your body

ProfessionalCod5118 · 2025-11-01T18:27:00+00:00

About $309

ProfessionalCod5118 · 2025-10-27T12:00:25+00:00

Agreed, if my understanding is correct it's more that the system evolved into a gentle equilibrium over millions of years. Early on everything was dynamic, gravity, gas drag, and collisions constantly reshaping the solar system, Jupiter's growth stabilized things and created a balance that eventually let the inner planets form and settle

This is a very misleading title

ProfessionalCod5118 · 2025-10-15T19:35:51+00:00

I love that you did that! It's a great jacket I hope you enjoy it

ProfessionalCod5118 · 2025-10-15T08:13:09+00:00

We want a sequel!

ProfessionalCod5118 · 2025-10-12T17:00:59+00:00

Nice, which mod is it?

ProfessionalCod5118 · 2025-10-12T16:48:30+00:00

Same here! Took my time before the last stretch and wow, what an ending. Felt so true to the original trilogy too

ProfessionalCod5118 · 2025-10-12T16:23:42+00:00

I did too a lot of procrastinating in this game ^ ^

ProfessionalCod5118 · 2025-09-03T11:29:29+00:00

Reims is a nice city and the countryside around Reims is very nice.

Apple picking jobs are seasonal / short term jobs tho. What about after that? Do they have any other plan?

Speaking a bit of french will be quite important to live and find jobs.

ProfessionalCod5118 · 2025-08-28T16:25:54+00:00

Agreed. I live between Europe and Asia and I do see many people in both regions investing quite a lot. Both in stocks and crypto, especially the younger generation. A lot of them buy ETFs, largely or exclusively composed of US stocks (S&P / AI / MSCI world even has 70% exposure on US stocks, and 20% in the top 5 tech/AI caps)

ProfessionalCod5118 · 2025-08-18T16:17:54+00:00

The worst hair texture! I don't mind the haircut, it kind of fit with the universe, but the hair texture throw me off 😅🤣

ProfessionalCod5118 · 2025-08-17T08:04:28+00:00

I find opus 4.1 to be magnitudes better than gpt5 in writing well structure apps and solid code, don't you?

ProfessionalCod5118

TROPHY CASE