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20k+ stars on Github. Now we're going further.
DeerFlow 2.0 — rebuilt from scratch on LangGraph 1.0.
From Deep Research to Long-horizon super agent harness, with planning, long-term memory, file system, and SKILLS!
github.com/bytedance/deer-fl…
@ByteDanceOSS @hwchase17 @LangChain
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My fourth-grader talks through his day with AI and keeps a voice journal every night.
I turn those entries into a private, wiki-style memory of his childhood.
That's DayRing for Kids—and maybe a DayRing Family Plan.
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vote for pokedbots delta city moview here, if you want 😎conference.blender.org/2026/…
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I DON’T THINK PEOPLE REALIZE HOW MASSIVE THIS IS YET
@HuggingFace and @PollenRobotics just released Microduck.
It is a new legged robot for $399.
It passed $1 million in sales in under SEVEN hours 🤯
The hardware packs 15 actuators, a camera, and LiDAR into a 25 cm frame.
It weighs under 800 grams and runs for about an hour on a single charge.
Out of the box, it can
> walk
> roller-skate
> pick up objects
> recover from falls
.. and so much more!
You can drive the 7 shipped policies from the first boot using a gamepad.
But the real hook is the training stack.
The software is entirely open:
→ MuJoCo simulation and PPO training
→ 50 Hz onboard policy loop
→ Browser simulator included alongside hardware
→ Full control stack available on GitHub
The mechanical and electronic design files are still proprietary.
But don’t let the cute robotic duck fool you.
Under the closed chassis is a FULLY OPEN-SOURCE, hackable brain you can experiment with and build on.
Repo in 🧵↓
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Pixar co-founder Edwin Catmull joins the Higgsfield Global Film Festival as a jury member.
5x Oscar Winner. Ex-President of Walt Disney Animation Studios. Executive producer of Toy Story. Turing Award laureate.
The man who invented 3D graphics will judge the first generation of AI filmmakers.
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MULTI/DEX enters the Phase II, the next trading competition has started, and its gone open source at: github.com/dfinity/public-mu…
Now eyeing perps. A 100% onchain advanced exchange like no other in the industry — that no other network could host. Owned by the world. AI native 🔥
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Someone just emailed a five-minute Seedance 2.0 sci-fi pilot to twenty-three streaming executives as a finished cut. No pitch deck. No lookbook. Just the file and one line: "This is the pilot. There is no team"
Nineteen didn't open it. Three forwarded it to legal. One called at 11pm and asked a question that made me put my phone down
"How do I buy this without my board finding out how it was made?"
A desert planet. A female android with circuits glowing under her skin. A dialogue scene that holds for thirty seconds without a face breaking. A warship landing with thrust smoke. A crowded lounge with forty people. A crime boss with glowing tattoos delivering a monologue to camera
Cast: zero. Crew: one. Budget: a monthly subscription!
The executive who called told me his company spent $6.2 million on a pilot last quarter that didn't look this good. He said if his investors saw this clip, they'd ask why he has a staff of ninety
"I need this to not exist publicly for at least six months"
It exists publicly now
I've been tracking every creator who crossed from demo to deliverable. If you're not here when the list stops being short, someon
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🧵 Base Verify Onchain: One human. One claim.
Base just dropped the nuclear option against airdrop farmers.
Introducing Base Verify Onchain.
This changes everything.
1/ The problem every builder faces:
You launch an airdrop for real users.
Within hours, industrial farmers with 300-1000 wallets drain 70-90% of the allocation.
Real community gets scraps.
You get angry tweets.
Wallets alone can never stop this.
2/ The solution is finally here:
Base Verify Onchain lets your smart contract enforce:
→ One real person
→ One claim
→ Forever
No matter how many wallets they use.
3/ How it actually works (simple version):
User connects wallet → proves they own a real X / Instagram / TikTok / Coinbase account → Base generates a unique identityHash → your contract stores that hash.
Same human, different wallet = same hash = blocked.
Zero personal data is ever revealed to the contract.
4/ Real examples already happening:
• Cody → One reward per real human. Farming dead.
• Bracket → Only Coinbase One members can claim $BRACKY
• Creator drops → Gate to 5k+ Instagram followers only
• Any incentive program → One enrollment per identity
Farmers hate this. Real users love this.
5/ Why this is different from everything before:
Previous solutions:
- Onchain heuristics → easily faked
- KYC → kills conversion + compliance nightmare
- Offchain databases → extra infrastructure + trust issues
Base Verify Onchain does it fully onchain, trustlessly, and privately.
6/ Status right now:
Live on Base Sepolia today.
Docs + demo already available.
Mainnet coming soon.
This is how we finally make rewards go to the people who actually use the product.
Builders - the tools are ready.
What are you going to protect first with Base Verify Onchain?
Drop a 🔥 if this is long overdue.
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Introducing Base Verify Onchain.
Onchain sybil resistance against industrial airdrop farmers.
Make sure your rewards end up with the community they were meant for, not bots.
Live on Base Sepolia. Learn more ↓
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This only happens a certain time of year in Yosemite, incredible.
Readers added context they thought people might want to know
While a real "firefall" illuminates Yosemite's Horsetail Fall orange in mid-February under clear conditions, many viral videos depict impossible gradual top-down lighting and are AI-generated or edited. bbc.com/news/videos/c4… threads.com/@tim_slane/pos…
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another example: a developer used the exact same $8 ESP32-S3 chip and local AI setup to build a real-time object recognition camera
the fact that this is running entirely offline, on an eight-dollar microcontroller, without any cloud API calls, is wild...
it captures the video feed, processes it locally through the model, and identifies objects in real-time.
we are entering an era where you can just glue intelligence onto any physical object for less than $10.
the hardware barrier is completely shattered.
forget the $699 AI pins. this $8 chip just shattered the barrier for local AI hardware.
a developer just forced a 28.9 million-parameter LLM onto a standard ESP32-S3 microcontroller. it costs roughly 8 dollars, runs completely offline, and draws the power of a single LED.
conventional wisdom said a model of this size simply would not fit. the chip only has 512 KB of fast SRAM and 16 MB of flash.
the breakthrough is architectural. the developer moved the bulk of the embedding table into flash memory and memory-mapped it. the chip only needs to pull about 450 bytes per token, keeping the active working memory inside the fast SRAM.
this means you can now embed a capable language model into a physical node for the price of two coffees.
and we are already seeing the beginnings of this custom physical hardware. in the video, a creator built a minimalist voice-controlled universal remote using an ESP32.
it captures voice and remotely controls the computer over bluetooth LE. he simply says "open chrome and open 20 new tabs", and the custom hardware executes it instantly.
we have spent years watching model sizes explode upward. but the true frontier is the opposite direction.
when an eight-dollar chip can power offline intelligence and custom physical interfaces, AI becomes local infrastructure rather than a cloud service.
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if you spot something wrong, it's probably nothing.
THE NOT KNOW. Episode 1.
a 4 minute horror film. don't 👀 before bed.
· Created and Directed by Brett Stuart
· Produced by The Infinite Productions
· In Association with @invideoOfficial
· Made with Agent One
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MULTI/DEX Season I ending on 31st July. Prizes from DFINITY for top traders:
1. 7,500 ICP
2. 5,000 ICP
3. 2,500 ICP
Then Season II: i) exchange reset, ii) source code release, iii) larger prizes.
We're looking at [email protected] community submissions for bounties.
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Our co-founder @rckprtr hopped on an AMA with @oldman_cek. Great vibes with our Korean users & builder!
For those of you who missed the live broadcast, here is the recap. We look forward to seeing more of you in the next AMA!
DSCVR, 소셜에서 AI 에이전트 인프라로 | AMA 리캡
@DSCVR1 공동창업자 Rick과 함께 프로젝트 전환 방향과 AI 에이전트, 토큰 활용 및 향후 로드맵에 대해 이야기 나눠봤습니다.
✅ DSCVR?
-2022년 온체인 소셜 플랫폼으로 시작해 게시물과 댓글, 반응 등을 검증할 수 있는 Web3 커뮤니티 구축
-현재는 온체인 데이터와 소셜 신호를 AI로 분석하는 Collective Intelligence 플랫폼으로 확장 중
✅ AI로 전환한 이유
-AI 콘텐츠가 폭발적으로 증가하면서 유의미한 정보와 알파가 사라진 게 아니라 저품질 콘텐츠 사이에 묻히기 시작
-온체인 익스플로러, 소셜 리스닝 및 뉴스 데이터 등을 수집해 실시간 온체인 활동과 시장 심리를 분석하는 방향으로 전환
-기존 소셜 기능과 커뮤니티 데이터는 폐기하는 것이 아니라 AI가 신호를 찾는 데이터 레이어로 활용
✅ DSCVR AI 활용
-일반 AI는 Web3 실시간 데이터와 현재 스마트컨트랙트 상태 분석에 한계가 있음
-DSCVR는 수집한 데이터를 API와 Agent Skills 형태로 제공해 개인 AI 에이전트와 연결 가능
-일반 사용자는 AI Discovery Dashboard, 개발자와 퀀트 트레이더는 Agent Skills부터 이용하는 것을 추천
-향후 API를 활용한 트레이딩 봇과 데이터 분석 자동화, 거래 실행까지 확장 가능한 구조
✅ 에어드랍 및 토큰 활용
-초기 에어드랍 신청과 지갑 주소 수집은 종료
-추가 획득 방법은 아직 확정되지 않았으며 공식 채널을 통한 캠페인과 빌더 리워드 기회를 지켜볼 필요 있음
-현재 Agent Skills 구독료는 스테이블코인으로 결제되지만 향후 $DS 토큰을 구독 결제에 활용하는 방안을 우선 검토 중
-다만 토큰 유틸리티와 추가 보상은 아직 계획 단계로 확정 내용은 공식 발표 확인 필요
✅ 향후 로드맵
-현재 분석 데이터는 EVM 생태계 중심이며 향후 Solana 확장 예정
-한국 커뮤니티의 체인 확장 의견과 Agent Marketplace 피드백도 적극적으로 받을 예정
