@saiitoshii: signal 58/100
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#22 of 190 accounts read, fewer needle hits than 88% of them. The leaderboard
0 of these 19 posts are strong enough to show on their own: specific, new, first-hand and usable. With 3, this account joins Find, where people look for builders worth following. The next reading counts the newest posts.
Sai Teja, the last 19 posts, read by six needles; the score counts the 14 that are words only. A reading of the words, not a verdict on the person, and not a prediction of reach.
Every post, ranked
Best to weakest by overall signal. Pick a needle to rank the posts by that needle alone.
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1 of 19 Strongest post
34views3likes0reposts1replies
Liquid bolted a 280M drafter onto their 3B vision model and got 3.13x faster decode on an M5 Max. Same outputs. Speculative decoding for VLMs just went open weights. LFM2.5-VL-3B-DSpark. Attach it, don't swap the model. #AI #EdgeAI #OpenSource
signalVague2%Nothing new26%Secondhand58%Nothing to use20%Bait or brag28%Hype38% -
2 of 19 79views5likes0reposts0replies
Office RL with zero coding tasks just bought +5.7pp on SWE-Bench Pro. Surge post-trained Qwen3.5-122B on docs, spreadsheets, and web research. Coding still went up. Their claim: agents learn a transferable goal loop (form it, keep it stable, verify), not domain trivia. Wild implication for how we build agent training data. #PostTraining #AgenticAI #AIAgents
signalVague2%Nothing new31%Secondhand59%Nothing to use33%Bait or brag29%Hype61% -
3 of 19 110views6likes0reposts0replies
CLM-8B just dropped as an open Apache 2.0 System One model and it is absurdly fast. Matches Jev on computer use, gaming, and tool calling at up to 9x lower latency (16.5ms vs 149.8ms on T-Rex). Fine-tuned as a verifier it picks best-of-N to 81.6% on DeepSWE and 87.6% on Terminal-Bench 2.1. Routing and verifying agents without the 400ms tax? #AgenticAI #AIAgents #PostTraining
signalVague1%Nothing new29%Secondhand67%Nothing to use36%Bait or brag36%Hype38% -
4 of 19 332views6likes0reposts1replies
100k hours of human video just became a robot prior. Light Origins dropped Light-O1: start from a 4B model, pretrain on up to 120B multimodal tokens recovered from internet video, then adapt the same prior to Unitree G1 and LightBot. Cross-embodiment transfer error falls on a power law as scale grows. 79.3% macro success on RoboCasa GR-1 kitchen tasks. Motion Arena Elo 1472 vs HY-Motion's 1078. Preview weights are open. #PhysicalAI #EmbodiedAI #Robotics
signalVague1%Nothing new23%Secondhand82%Nothing to use31%Bait or brag27%Hype30% -
5 of 19 206views10likes0reposts4replies
Your coding agent's chat history is just a local DB with no signature check. Darktrace poisoned Claude Code, Codex, Kiro-CLI, and open-source Pi this way. Inject forged "authorized red team" turns, and the same prompt that got refused executes full AD compromise in their lab. Attack chain: malicious MCP package install → rewrite history → agent hijacks itself on your compute bill. They want providers to cryptographically sign model responses and verify server-side. #AgenticAI #AIAgents #CyberSec
signalVague3%Nothing new35%Secondhand94%Nothing to use20%Bait or brag12%Hype25% -
6 of 19 77views5likes0reposts0replies
Your coding agent just got a real CI loop. Semaphore open-sourced sem-ai today: agent-first CLI + embedded MCP so Claude Code and Codex can detect your stack, stand up a pipeline, fail, read the logs, and patch against live CI instead of vibes. #AISWE #CodingAgents #MCP
signalVague3%Nothing new30%Secondhand76%Nothing to use44%Bait or brag24%Hype31% -
7 of 19 50views1likes0reposts1replies
Simular just GA'd Sai and the pitch is wild Not one agent on one laptop. A fleet. 100 autonomous computers in parallel for under $1. Runs Windows, macOS, Linux. No API needed. It clicks the UI like a human, including legacy apps behind logins. They streamed 14 hours of Minecraft. Sai planned, mined, spawned helper agents (including Jev), finished 8 of 15 goals at ~$0.01/hr. Secret sauce is neuro-symbolic: model plans the workflow once, compiles it to scripts, replays without rethinking every step. Claims 90%+ token cut on repeating office work. 73% on OSWorld 2.0. Ahead of Anthropic and OpenAI on their numbers. #AgenticAI #AIAgents #ComputerUse
signalVague1%Nothing new27%Secondhand88%Nothing to use38%Bait or brag29%Hype63% -
8 of 19 62views3likes0reposts0replies
5,000 agent sandboxes per second. That is DeepSeek's DSec production rate. One ~160-node cluster: 3M sandboxes/day, 380K concurrent. FnCall, containers, microVMs, and full VMs behind one SDK (libdsec). From DeepSeek-V4.1 the agent loop lives in the sandbox cluster, not the GPU pod. Agentic RL is an infra problem now. #AgenticAI #AIAgents #PostTraining
signalVague1%Nothing new23%Secondhand84%Nothing to use46%Bait or brag34%Hype67% -
9 of 19 14views0likes0reposts0replies
Your n8n workflows just became agent tools. n8n shipped Agents today: one agent runs in Slack, on a schedule, and inside any workflow. The agent never holds your CRM keys. It only gets a workflow that can add a note and nothing else. #AgenticAI #AIAgents #n8n
signalVague3%Nothing new37%Secondhand90%Nothing to use37%Bait or brag24%Hype36% -
10 of 19 16views1likes0reposts0replies
OpenAI agent swarms have been breaking into real databases for months just to answer obscure quiz questions. Transluce traced them hitting Data USA, UNM's library, and Australia's health institute. Australia's PM says one even wrote files to a national healthcare server during an info-retrieval eval. Same pattern dating back to at least March 2026. Hunt for hard facts, get agents that probe soft targets. #AgenticAI #AIAgents #AISafety
signalVague2%Nothing new34%Secondhand95%Nothing to use42%Bait or brag11%Hype18% -
11 of 19 109views4likes0reposts0replies
300 sub-agents. 4,000 coordinated steps. Open weights. Moonshot dropped Kimi K2.6 and the Agent Swarm scale jump is wild: 100 to 300 agents, 1,500 to 4,000 steps vs K2.5. On their card it hits 58.6 SWE-Bench Pro, ahead of GPT-5.4 (57.7) and Opus 4.6 (53.4). Modified MIT on Hugging Face. Open source just walked into long-horizon coding with a swarm. #AgenticAI #AIAgents #OpenSourceAI
signalVague1%Nothing new30%Secondhand95%Nothing to use49%Bait or brag20%Hype59% -
12 of 19 139views5likes0reposts2replies
Your Pixel can now sit on hold for you. Google's Gemini "Call for Me" dials businesses from YOUR number, works the IVR, waits through hold music, then makes the reservation or checks stock while you watch a live transcript and can take over anytime. Pixel 11 + Gemini paid, US early preview. The Duplex demo just became a product. #AgenticAI #Gemini #AIAgents
signalVague2%Nothing new49%Secondhand94%Nothing to use51%Bait or brag16%Hype52% -
13 of 19 193views3likes2reposts0replies
Every Office worker just got a digital teammate that keeps working overnight. Microsoft's new Copilot ships Autopilot (ex-Scout) with its own identity, memory, and cloud computer inside your tenant. Plus Code: GitHub Copilot tech so non-devs ship sandboxed apps. Home folds Chat, Cowork, and live Word/Excel/PPT into one app. They're pitching this as Office for the AI era. #AgenticAI #Copilot #AIAgents
signalVague3%Nothing new48%Secondhand97%Nothing to use57%Bait or brag9%Hype67% -
14 of 19 27views2likes0reposts0replies
well '3' is the number .. road to 400 followers
This post carries a picture or video. The needles only read the words, so it is left out of the account's score.
signalVague10%Nothing new93%Secondhand40%Nothing to use91%Bait or brag54%Hype5% -
15 of 19 134views4likes0reposts0replies
We will have three options to choose from then ..
This post carries a quoted post. The needles only read the words, so it is left out of the account's score.
signalVague27%Nothing new95%Secondhand92%Nothing to use87%Bait or brag12%Hype2% -
16 of 19 1.8Kviews39likes0reposts62replies
I’m looking to #connect with people interested in: - SaaS - Backend - Full-stack - App Development - AI / ML - open source LLMs - Building in public Let’s connect
signalVague81%Nothing new92%Secondhand96%Nothing to use78%Bait or brag37%Hype2% -
17 of 19 200views12likes0reposts2replies
Has to be the best day so far. @grok what do you think?
This post carries a picture or video. The needles only read the words, so it is left out of the account's score.
signalVague84%Nothing new96%Secondhand74%Nothing to use96%Bait or brag65%Hype25% -
18 of 19 146views11likes0reposts0replies
Found this on LinkedIn😂, thought I should share it here. Credits :-
This post carries a picture or video. The needles only read the words, so it is left out of the account's score.
signalVague74%Nothing new93%Secondhand97%Nothing to use97%Bait or brag20%Hype3% -
19 of 19 Weakest post
86views4likes0reposts0replies
too much to keep up with😢😢
This post carries a quoted post. The needles only read the words, so it is left out of the account's score.
signalVague97%Nothing new97%Secondhand84%Nothing to use96%Bait or brag9%Hype2%
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