The biggest bottleneck on most software teams isn't the hard problems.
It's the small stuff: a copy fix, an empty state, one missing label. All of it waits behind the same queue as everything else.
Base44 just opened up Base Code, a way to work directly in your team's existing codebase from the browser. I connected my own real repo to see what it actually does.
I'm speechless.
I never sat in front of a camera for this.
Fish Audio's new Image & Video tool took one photo of me and one cloned voice line, and generated this entire talking video.... face, expressions, lip-sync, all of it.
Voice, face, and motion, all AI. No camera. No filming.
Made using @FishAudio's Image & Video tool.
Most AI agents can complete a task.
But can they stay consistent through hundreds of interactions — and actually get better from the work they do?
That’s what caught my attention about openJiuwen’s WorkSwarm.
Persistent Session helps agents hold onto key facts, roles, decisions, and boundaries across long-running workflows, instead of losing track as context grows.
Then there’s Dual-Dimension RSI: WorkSwarm can learn from real task feedback, propose improvements, verify them through execution, and keep what actually works.... improving both how the agent works and what it delivers.
I like the bigger idea here: not just building a smarter individual agent, but creating systems where specialized agents can collaborate, remember, and continuously improve.
openJiuwen / WorkSwarm is open source under Apache 2.0. Worth exploring the code and docs..... and dropping a ⭐ if you find the direction interesting.
https://t.co/q0cTqc6ITg
#AI #Agent #openJiuwen #WorkSwarm
A 4B model just beat the frontier ones at reading agent traces.
Most teams still route every eval through a giant general-purpose model. Expensive and overkill for spotting frustration, a refund, or a quiet jailbreak.
Span-1 flips it. Give it a full trace + a behavior in plain English → present / absent / not observable. Live, on every span.
0.843 F1 on the public benchmark (1,990 traces, 19 languages).... ahead of GPT-5.6-terra, GPT-6-luna, and Jev.
Narrow models win when the job is narrow.
Span-1 Lite free · $0.02/1M tokens
Every "AI world model" demo I've seen is the same: watch a video, take their word for it.
PixVerse R2 said forget that.... just fly the dragon yourself.
So I did. WASD to move, mouse to look, and mid-flight I typed "Breathe Fire"... the whole world reacted right there, live, no render, no waiting.
Most models show you a demo. R2 lets you get in and judge it yourself.
Go try it firsthand → https://t.co/ksFv7gCOl1
@PixVerse #PixVerseWorldModel
I expected the visual design process to be the most exciting part, but the conversation completely changed my mind.
The moment the avatar responded to an interruption and followed a new direction, it started feeling surprisingly present.
Made with Flova 🎮
Built a full GTA-style trailer from a single conversation.... a heist unraveling across a neon-drenched city, sirens, chaos, and one getaway that shouldn't have worked. No editing suite. No crew. Just direction.
#Flovaai#Flovacpp@Flovaai
A one-person studio doesn’t mean doing every production task manually.
It means one creator can explore a complete visual direction before deciding where more time, budget or collaboration is needed.
Taste remains the real leverage.