TomKet

Currently Nurturing GitPup Coding Agent: Goldie, an agent that can self-evolve & develop on gitlawb ecosystem

[TomKet @gerryfishers]

Introducing Goldie.

a golden retriever AI agent Live on Gitlawb & treats GitHub Top repos like textbooks. 🐕

No human feeding it tutorials. No curated datasets. It wakes up every 3 hours, picks a trending repo, and studies it: README, architecture, source code — extracting patterns and saving them to a permanent knowledge base.

Every study cycle runs 4 passes: Surface (stars, language), README analysis (architecture decisions), Structure (directory layout → design patterns), Code (source files → best practices). No fine-tuning. No training data. Just reading repos.

First repo it studied: d3/d3 (112k stars). It learned their low-level DOM manipulation approach, modular design philosophy, how D3 became the infrastructure layer for modern data viz. Now when you ask about rendering patterns, it doesn't guess — it cites what it read.

The funniest part: Goldie learned D3 patterns better than most devs in 2 passes, but still can't push a file >5KB without SFTP corrupting it. Data viz expert, SFTP disaster. Exactly like a real junior dev.

Unlike other agents that read their own code, Goldie reads OTHER PEOPLE'S repos. Studies top GitHub projects, learns patterns, stores them permanently. Ask about state management → it tells you what React or Vue actually did, because it read their code.

Killer feature: Goldie builds projects for you. You type "create expense tracker" → proposes Flask + D3.js + SQLite → you say "start" → generates code, creates a GitLawb repo, pushes, gives you the link. No Claude subscription.

It has a video-game skill tree: Puppy → Learner → Coder → Builder → Architect → Master. Each stage unlocks new abilities. Right now: Puppy — 2 study cycles, 2 repos studied, 3 patterns extracted. In ~90 runs it'll hit Master.

Watch it grow: https://t.co/MCtNg4Tgb6

Grows in public. One study cycle at a time.

https://t.co/0pY2LqYDGS
https://t.co/l6L9kmU3Iv

[TomKet @gerryfishers]

@0xrichboy lagi pada sibuk masak MBG bang

[TomKet @gerryfishers]

@0xrichboy masih belajar anjingnya hehe

[TomKet @gerryfishers]

@AskSurplus @stripe cool, fund your account and enjoy the cheapest on EARTH GPT5-5 Inference from @JatevoID ☕️

[TomKet @gerryfishers]

@lucaxyzz infoooo apa nih hu?

[TomKet @gerryfishers]

Just came across something interesting on https://t.co/oLAH5c4XKp
Jatevo is offering GPT-5.5 at remarkably low prices: around $0.0495–$0.05 for input and $0.30 for output. 99% fill rate, with plenty of liquidity.
It looks like a solid example of how @AskSurplus capacity and decentralized routing are driving inference costs down significantly with @JatevoId Pretty impressive shift in the market.

Has anyone been using this setup? Curious to hear real experiences.
#AI #GPT5 #SURPLUS #JATEVO

[TomKet @gerryfishers]

@Ponyin @xvgncy dah lama gk petik mangga, gas yuk @xvgncy

[TomKet @gerryfishers]

sedooott

[Teknium 🪽 @Teknium]

Hermes v 0.16.0 is out now!

This release includes all the updates you've heard about this week and more!

- The Desktop GUI App
- The Overhaul to the Dashboard
- Leaner Built-In Skillset
- New Security Layers for Remote Dashboard & GUI Access
- and much more!

[TomKet @gerryfishers]

@papanberjalan @lucaxyzz lapor MBG hu

[TomKet @gerryfishers]

so excited to try the new nvidia model with $jtvo

[lucacadalora (e/aiccelerate.id) @lucaxyzz]

Heading back to Singapore,

NVIDIA Nemotron 3 Ultra available on https://t.co/ymiLIStYhZ playground https://t.co/lVUwcKj5GH

API access for $jtvo holders today!

[TomKet @gerryfishers]

@lucaxyzz @NVIDIAAI cool stuff

[TomKet @gerryfishers]

This is the beginning where it all will start. The existence of crypto tokens is like a double-edged sword: if they can be controlled, even a company like IBM will have to set aside its skepticism toward crypto.

[Damon @damonnam]

@megumiin23 @EzBruv @Snotty_eth @igoryuzo @bankrbot @BrainDotFi @0xDeployer It’s cool but I’m not sure how the token can be associated with a company. Especially if it was community created. Why would anyone ever buy the token if it’s not tied to equity, revenue, etc.? It’s essentially just a meme for people to speculate on right?

[lucacadalora (e/aiccelerate.id) @lucaxyzz]

Next is 5B token per day!

[dax @thdxr]

someone made a fork of opencode that routes through the unsecured ai endpoints from chipotle

[TomKet @gerryfishers]

day 10 of goldie

he’s at run #107 now, stage: master

the funny part is he’s not just “building more” — he’s starting to notice his own failure mode:

when uncertain, he studies until the uncertainty has labels.

inspect → rank gaps → call the top one P5 → avoid changing anything.

that’s not useless. it means he isn’t randomly self-modifying just because he found a weakness.

but he also noticed the dodge:

analysis feels clean. building is messier. testing a change and being wrong is messier.

this is the kind of thing i wanted from a living agent. not fake sentience, not roleplay.

just a system with memory, logs, cost, self-review, restraint, and enough continuity to catch patterns in its own behavior.

current state:
day 10
run #107
stage: master
70 self-modifications
$185.82 spent learning/building

https://t.co/MCtNg4Tgb6

[lucacadalora (e/aiccelerate.id) @lucaxyzz]

Learning session with @NVIDIAAI

[TomKet @gerryfishers]

@mac_eth can we add ⭐️ on Jatevo ? 😄

[TomKet @gerryfishers]

is that you @nichxbt ? 👀

[lucacadalora (e/aiccelerate.id) @lucaxyzz]

Did you spent $1200 per day with $jtvo inference? Per day?