I wanted to test Fable 5.1 on something less clean than a benchmark.
I’m building an AI system designed to turn a single image of a person into a full 3D human model.
The codebase has evolved over nine months, so it contains the usual reality of a long-running project: failed approaches, old decisions, edge cases, and components that affect each other in ways a small test repository wouldn’t show.
A few hours after Fable 5.1 launched, I ran a full mega-review:
158 agents
6.5M tokens
Workflow completed
I’m not treating “completed” as “correct.”
I’m now validating the findings before changing the system or starting the next major run.
For anyone testing new models on real codebases, what acceptance criteria would you use for a review at this scale?
Confirmed defects found?
False-positive rate?
Duplicate findings across agents?
Patches that pass the existing tests?
Changes that survive the next end-to-end run?
What else would you measure before trusting the review?
I’ll share a technical breakdown after I’ve verified the findings.

​

OK, it’s escalated faster than expected; originally, I’d only planned on three synthesisers plus a mixer in a 40x30 Case.

Somehow, even before the old design was finished, more kit was added.

Here’s what I’ve finally planned:

Roland T8 (drums)

Roland S1 (analogue style lead synth)

Roland P6 (sampler)

Roland J6 (chords)

M Vave FM1 (digital lead synth)

M Vave SMK25 Mini (Midi Keyboard)

10,000 mAh power bank

Denoiser

6x USB hub (220 V)

6x mixer

1.5 m LED strip and a shitload of cables.

Vinyl Wraps, Stickers and an Aluminium plate as inner Rack is in progress to hold all devices safe.

I’m not sure yet if I’ll be able to fit it in, but I’d also like to include an E4 Voice Tweaker and a Soma Rumble of Ancient Times.

I was watching the Odyssey and realised my knowledge was really lacking on when the book was written (how long after the Bible?), when the Trojan war was meant to have happened at least in legend, etc.

Then I made this site that lets you scroll down from the beginning of the universe to the present day, and see what major thing happened in what year so you can understand the sequencing of what followed from what or what was happening at the same time. https://historyoftheworld.org/ Like which was invented first, the wheel or writing, etc.

You can toggle between different categories depending on what you're interested in (events, legends, music, art, famous speeches, empires, etc. - there's also a search box you can type a keyword into and it'll create a new column with events related to that word).

All feedback very welcome - genuinely interested if others would find it useful, feels like the sort of thing others could use but only if it's super easy to use and free.

We just launched Seasons on Votekicker.

If you're an indie developer or startup founder, you know how hard it can be to get consistent attention for a new product. Seasons give projects a recurring competitive layer where they can compete for visibility, earn permanent points for future seasons and start each cycle with a fresh leaderboard.

How it works

Every quarter, the leaderboard resets and a new competition starts.

Projects compete based on points, which combine votes with boosts and multipliers.

At the end of each season, the top 3 projects earn permanent awards

🥇 Golden Leaf is worth +5 permanent points
🥈 Silver Leaf is worth +3 permanent points
🥉 Bronze Leaf is worth +1 permanent point

So if you win a Golden Leaf this season, that +5 permanent advantage carries into future seasons. Over time, you can build a track record of wins rather than starting completely from zero every quarter.

There's also something for the Top 10

The top 10 projects receive a free 24-hour Rocket Launcher boost at the beginning of the next season, giving them momentum going into the next competition.

Why we built it

We wanted Votekicker to be more than a one-time launch leaderboard, but a place where projects can leverage gamification to earn their place.

Seasons turn product discovery into an ongoing competition

If you're building a SaaS, AI tool, developer tool, consumer app, game or basically anything you're proud of, we'd love to see what you're building.

👉 https://votekicker.com/season

Who's joining the next season?

Hi everyone!

I’m beginning my journey with the Reddit Developer Platform and planning my first Devvit app. My background and current interests include website development, business systems, digital solutions, and tools that help organize service and delivery workflows.

For my first project, I’m considering building a Project Brief Builder that works inside a Reddit post.

The idea is to help users organize the requirements for a digital project before asking for technical advice or requesting a quote. The app could guide users through questions such as:

• What type of project do you need: website, online store, internal system, delivery solution, or mobile app?
• What is the primary objective?
• Who is the intended audience?
• Which features are required?
• Is there an expected deadline?
• What information or materials are already available?

After answering the questions, the app would generate a structured project brief that the user could review and copy. My intention is to create something useful for programming, small-business, freelance, and project-planning communities—not an advertising or lead-generation tool.

I’m currently at the planning stage and would appreciate guidance from experienced Devvit developers:

1. Is this a suitable and realistic first Devvit project?
2. Which Devvit features would be best for collecting answers and generating the summary?
3. Are there privacy or app-review concerns I should consider from the beginning?
4. What would you include in the smallest useful first version?
5. Are there similar existing apps that I should study before building?

I’m reading the official quickstart documentation and plan to begin with the React template. Any advice for a first-time Devvit developer would be greatly appreciated.

Thank you!

Ive been using linux for years, and always wanted to be able to install whatever i wanted as choice is what is preached about. so now, there's mimic, a package manager that does it different. eventually would love to make it an independent distro, but its still in early development

Learning a new technology usually looks like this:

You find a roadmap.

You watch tutorials.

You take notes.

You create some folders.

You write some code.

And somewhere along the way, the structure gets messy — or you stop.

I kept running into this problem myself.

So I asked:

What if learning a technology could start with a ready-to-use workspace?

That's TRAK.

TRAK fetches the learning blueprint and creates the workspace locally — organized by concepts, with the files and structure needed to actually learn by building.

And I didn't want TRAK to be a collection of tracks maintained by one person.

So I built a community-driven registry where developers can create and contribute their own learning blueprints.

What's available today

• 19+ official learning tracks

• 350+ modules

• Community-contributed blueprints

• Local-first CLI workflow

• Cross-platform binaries

• Remote registry

• Blueprint validation & filesystem safety

• Blueprint Studio

TRAK is currently at v1.1.0.

It's still early.

Try it, break it, and tell me what you think.

I’m a final-year BS AI student and currently looking for a project idea with my group. I don’t want to build something just for the sake of an FYP. I want to find a real problem worth solving, with actual users, and hopefully turn it into a proper product someday.

My background is in AI/ML/DL, Computer Vision, NLP, LLMs, RAG, and Agentic AI.

I’m currently exploring different domains and trying to find problems people genuinely struggle with.

is there a problem you’ve personally faced that you think needs a better solution?

Hey everyone! 👋

I’m currently working on Teader, an open-source project, and I’m looking for people who might be interested in contributing.

Whether you're interested in development, UI/UX, testing, documentation, ideas, or improving existing features, contributions are welcome.

🔗 GitHub:

If the project interests you, feel free to check it out, open an issue, suggest an improvement, or contribute directly.

Even small contributions are appreciated! 🙌

Contact:
https://www.linkedin.com/in/ajaysaagar/