Today's AI Pulse
Odyssey lands $310M Series B, valued at $1.45B
Odyssey announced a $310 million Series B round that values the AI lab at $1.45 billion. The round was led by Natural Capital and included backers such as Amazon, AMD Ventures, GV, EQT and IQT. In parallel, Odyssey struck a preferred‑cloud deal with AWS to use Trainium silicon for large‑scale model training.
Also developing:
AWS Bedrock Vs. SageMaker: Choosing the Right GenAI Stack in 2026
By 2026 Amazon Bedrock has evolved into a serverless platform that delivers managed agents, built‑in Retrieval‑Augmented Generation and guardrails, while Amazon SageMaker remains the full‑stack workbench for custom model training, massive‑scale distributed jobs and hardware‑optimized inference. Bedrock now supports fine‑tuning and orchestration, but SageMaker’s HyperPod and Inferentia3 chips give developers granular control over trillion‑parameter workloads. Cost structures diverge: on‑demand token pricing favors Bedrock for bursty traffic, whereas reserved instances or Inferentia chips make SageMaker cheaper for steady‑state high‑throughput workloads. Organizations increasingly adopt a hybrid stack, leveraging Bedrock for generic reasoning and SageMaker for proprietary, latency‑critical models.
Organic Surge: 307 Signups & New Editing Features
⚡️ WEEKLY VLOG 02 @ @ChoppityAI Founders are never truly satisfied with the speed of shipping, but looking back at this week... we’ve had some absolute bangers. We hit an all-time high of 295 signups in a single day (We broke...
Claude for Excel Cuts Model Building Time to Zero
Here’s the most impressive thing about Claude for Excel: It’s intuition on how to structure a model and build input levers at exactly right level, and outputs in the right format is very impressive. Better than a typical analyst. That means not only...
Telestream Unveils Production-Ready AI Capabilities Across Its Product Portfolio
Telestream unveiled a suite of production‑ready AI features across its Vantage, Vantage Cloud, EDC, Stanza and Qualify platforms. The rollout adds AI Caption with support for 128 languages, AI Qualify for automated lip‑sync and subtitle validation, AI Speech for real‑time...
Samsung Unveils AI‑driven Privacy Display that Hides Content
Samsung’s CEO TM Roh just made the most compelling AI argument at Unpacked without mentioning a chatbot. AI needs data, but that data doesn’t need to go anywhere. That’s the Privacy Display thesis in one line. For years, @Samsung has focused on...
ACV Auctions Expands AI Tools as Q4 Revenue Rises
ACV Auctions reported Q4 2025 revenue of $184 million, a 15% year‑over‑year increase, and full‑year revenue of $760 million, up 19% from 2024. The company narrowed its quarterly net loss to $20 million, improving by 23% versus the prior year, while selling 192,757...
Project44 Launches AI Agent to Automate Freight Procurement
Project44 has introduced an AI Freight Procurement Agent within its Intelligent Transportation Management System to automate carrier selection, rate benchmarking, and negotiations across multiple modes. The agent replaces periodic bid cycles with continuous, AI‑driven sourcing using live market data, and...
Coco Robotics Launches New Autonomous Robots for Urban Deliveries
Coco Robotics unveiled Coco 2, its next‑generation autonomous delivery robot that moves beyond sidewalks into bike lanes and permitted roadways. The new platform halves delivery times and triples uptime, thanks to upgraded edge‑computing hardware and a dataset of millions of...
Xanadu and Lockheed Martin Launch Joint Research Initiative for Quantum Machine Learning
Xanadu and Lockheed Martin have announced a joint research initiative to advance quantum machine learning, concentrating on generative modeling with photonic hardware. The collaboration will explore Fourier‑based operations that are infeasible for classical computers, aiming to create quantum primitives that excel...
AI Tools Turning Into Essential Cognitive Infrastructure
Waiting for Claude tokens to renew like an addict waiting for a fix. That feeling probably says something about how quickly these tools are becoming cognitive infrastructure.
How China Is Betting Cheap AI Will Get the World Hooked on Its Tech
China is accelerating a strategy to flood the market with low‑cost AI tools, aiming to make its platforms indispensable worldwide. ByteDance’s Seedance 2.0, a text‑to‑video generator, exemplifies this push, while Chinese labs have been accused of harvesting OpenAI‑Claude responses through...
Compaction Summarizes Prompts, May Lose Safety Constraints
🤣 Chef's kiss: AI agent deletes AI security researcher's inbox while giving the rest of you an object lesson on what compaction is and isn't. ✅ Compaction IS when a model summarizes prompts, instructions, and context before proceeding. ❌ Compaction...
Create a Whimsical Treehouse Tale with Nano Banana
To kick off your creativity, here are some Nano Banana 2 prompts to try out. We hope you find them fruitful 🍌🍌 Prompt: Create a funny 4-part story featuring 3 fluffy creatures building a treehouse. The story has emotional highs and...
Launch HN: Cardboard (YC W26) – Agentic Video Editor
Cardboard, a Y Combinator W26 startup, offers an AI‑powered video editor that transforms raw footage into polished, publish‑ready content in minutes. The platform automates framing, captioning, montage creation, podcast clipping, and more, while allowing users to issue natural‑language edit commands....
Muni Industry's Adoption of AI Prompts Regulatory, Other Questions
The University of Chicago’s Center for Municipal Finance released new data showing AI tools are rapidly entering the municipal bond market, giving well‑capitalized banks, advisors and law firms a distinct edge. Regulators, led by the MSRB, are scrutinizing whether AI...
Idemia Public Security, Elenium Team up to Unify Identity Across Airport Experience
Idemia Public Security and self‑service automation firm Elenium have signed an MoU to combine Elenium’s platform with Idemia’s biometric and baggage‑identification tools, creating a seamless, contactless passenger journey from curb to gate. Melbourne Airport’s CEO is pushing for additional Idemia...
Berkeley Lab Explores Thermodynamic Computing for AI
Lawrence Berkeley National Laboratory researchers unveiled a thermodynamic computing prototype that harnesses thermal noise to generate simple images, mimicking generative AI behavior. By exploiting fluctuations instead of suppressing them, the system flips conventional digital logic and operates via Langevin dynamics....
80% People Jobless by 2030? AI Ad Featuring Elon Musk, Jeff Bezos and Sam Altman 'Predicts' Humans' Future Role
A new AI‑generated advertisement starring Elon Musk, Jeff Bezos and Sam Altman predicts that up to 80 % of the global workforce could be unemployed by 2030. The clip, released amid rising concerns about automation, frames AI as the primary driver...
AI Transcription and Note-Taking Technologies: Seven Points for Employers to Consider
AI note‑taking tools are rapidly entering workplaces, with a 2025 survey showing one in five professionals regularly using them to draft meeting notes. These systems can transcribe, attribute speaker comments, generate summaries, and even suggest action items, promising higher engagement...
Google Nano Banana 2 Promises Smarter, Faster Image Generation
Google DeepMind unveiled Nano Banana 2, the Gemini 3.1 Flash Image model that blends the intelligence of Nano Banana Pro with the lightning speed of Gemini Flash. The new model adds real‑time web grounding, sharper visual fidelity, and production‑ready outputs ranging from 512 px to 4K....
NODA AI Raises $25M Series A for Defense AI
Defense AI startup NODA AI announced a $25 million Series A round, led by Bessemer Venture Partners and joined by Booz Allen Ventures, Draper Associates, Bloomberg Beta and Alumni Ventures. The Austin‑based company builds AI software that orchestrates mixed fleets of autonomous...
New York Counties to Roll Out AI Assessment Tool
New York State’s Association of Counties and Computer Aid, Inc. are launching a public AI assessment dashboard that lets the 57 counties and five NYC boroughs rate generative AI tools on a standardized 10‑point framework. The platform will display cost,...
Survey: Nearly 90% of Legal and Tech Pros Say Operational Gaps, Not Regulation, Threaten Defensibility
Exterro’s latest survey of over 400 legal, IT, data‑governance and security professionals reveals that operational shortcomings, not regulatory uncertainty, now pose the greatest threat to defensible eDiscovery. Nearly 90% of respondents flagged budget limits, skill gaps and fragmented governance as...
AI-Native Tools Are Eroding Software Friction, Seize the Window
I was building a quiz last month using a tool I’ve used for years. Halfway through, I had a thought I’d never had before: This is way too much work. The tool hadn’t gotten worse. My expectations had changed. So...
Gemini Now Pulls Insights From Google Chat History
In the race to Jarvis, now Gemini can tap into Google Chat -> Google Chat is now a data source for Gemini, making your message history actually useful "In a new update on the Workspace blog, Google announced that Chat is...
Managing the Messy Middle: From AI Pilots to Business Impact
Over the past two years, firms have equipped employees with AI tools, launching large‑scale pilots and reporting isolated productivity gains. Yet many still struggle to translate those gains into measurable ROI. In a recent conversation, Zapier’s chief people and AI...
AI Could Unlock $5T Healthcare Market and Drive Prevention
What is Infinite Healthcare Worth? As AI becomes a new site of care and automates administrative orchestration, it rapidly eats into $5T+ worth of traditional health care services spend, and potentially represents the biggest market opportunity in all of healthtech....
Defining Real Success Metrics for AI Product Launch
I was sketching out the launch plan for Data Techcon first AI product, and without even realizing it, I slipped back into my growth data scientist mindset — questioning metrics, success, AI features values & what “working” really means 1....
How AI Agents Are Changing Work
In a recent Charter Briefing session, Replit CEO Amjad Masad discussed how AI agents are reshaping the workplace. He highlighted current capabilities such as automated code generation, data analysis, and task orchestration. Companies adopting these agents report measurable productivity gains,...
Mid‑market AI Success: Small Teams, Tight Budgets, Mature BI
Most of my clients are mid-market organizations, and they're all approaching AI the right way. And it has nothing to do with ChatGPT/Gemini/Claude. Here's what these organizations all have in common: 1 - Small teams. 2 - Tight budgets. 3 - Mature BI infrastructure. 4 -...
Equipping Students for AI Age with Integrity
📚 New bonus episode with Nasser Jones, founder of Bending the AI Curve. 🧠 We talk about preparing all students for the age of AI with integrity and responsibility. 🤝 I’m excited to partner with @jotform to share this conversation. https://t.co/8PuatG4Bt4
Machine Learning May Enable Earlier Detection of CKD Risk Factors
A recent study demonstrates that a machine‑learning pipeline combining advanced feature selection with ensemble classifiers markedly improves chronic kidney disease (CKD) risk prediction. Gradient‑boosting models achieved the highest performance, reaching 98% accuracy, 99% recall and an AUC of 0.99, while...
AI-Driven Bottlenecks Threaten Prices, Smartphone Market to Drop 13%
The ai advances are real, but they imply some very unpleasant bottlenecks for a bunch of industries, and risk stoking prices in a variety of goods. Tariffs arent the only source of short run inflation risk
Forecasts Shift: From Fixed Predictions to Adaptive Ranges
#CIOChat Q2: AI inference, usage-based SaaS, and consumption pricing have turned forecasts into moving targets. Are you shifting from prediction to ranges, scenarios, or adaptive guardrails, and what techniques are actually working? https://t.co/sWYQQdg3yb
Flexport Unveils 2026 Winter AI for Global Trade
I just presented Flexport's latest AI for global trade in our 2026 Winter Release. Full video: https://t.co/0NmlfAwqFH
Inside NeuralFrames: AI-Generated Music Video Creation
Making AI music videos with @neuralframes. Get behind the scenes of the leading AI music video platform with its founder @nicolaiklemke. https://t.co/rU2dkqPSgI
AI SEO Hype Outpaces Real Results, Says Brand Leaders
SEO for AI—or AEO—is having a moment Profound just raised at $1B valuation But after talking to many brand leaders this week, most agree much of the hype in the space is outpacing results & no dashboard does the work for...
Code Review Bench Accelerates Agent Evaluation with Real PR Data
Measuring how well coding agents perform is often one of the biggest things that slows progress. Code Review Bench helps by using two checks: - A controlled offline benchmark - An online behavior test using results from 200,000 real pull requests
Carson Frees AI Agents with Custom Secure Interfaces
AI agents are trapped in chat bubbles. @usecarson breaks free by generating custom, task specific interfaces with enterprise-grade security. Sign up today at https://t.co/JXVGTwfA0a. Congrats on the launch, @sidharthkmenon, @_ketan0, @alex_iansiti, and @milanb_123! https://t.co/lbJRHR4mYu
Enterprise OS Redefined by Goal‑Driven Agentic AI
AI is shifting from tools → autonomous systems. Traditional AI: Rules + static models. Agentic AI: Goals + real-time learning + adaptation. The enterprise OS is being rewritten. #AgenticAI #EnterpriseAI https://t.co/TbyiwFlV6C
Amazon's $50B OpenAI Bet Depends on IPO or AGI
.@theInformation Exclusive: @Amazon’s potential $50B investment in @OpenAI may hinge on two triggers: an IPO or reaching AGI.
Build Memory-Enabled Agents with Vertex AI and AlloyDB
Agents with memory. It's a thing. An important thing. @AbiS_Google has a good post that shows how to build an ADK agent that uses @googlecloud Vertex AI Memory Bank and AlloyDB. https://t.co/eyYWcvNhXd https://t.co/COQKoOqVHp
Get Kimi K2.5 Free for 48 Hours—No Credit Waste
Stop burning your own API credits just to prototype. Kilo is letting you use Kimi K2.5 for free for the next 48 hours.
Prioritize Evaluation Skills Over AI Tools in Learning
Skills Before Tools: Evaluation and Judgment for Student-Led Learning with AI Now streaming ⤵️ Apple Podcasts: https://t.co/ckBf1bF86l Spotify: https://t.co/YrTvDwbdLw #edtech #aiineducation
OpenAI Should Acquire Open‑source Projects to Boost Community Innovation
openai should just acquire a ton of breakout open source projects they have a chance to really flip the community card for builders keeps momentum throughout the release cycles learn from community on the frontier, cherry pick bits for their own products default...
Category Leaders Must Reach $5B Amid Sticky Infrastructure
every category leader in this list should be worth at least $5b btw because koding agents will be recommending them for the next 5 years + infra is stickier than agents (full disclosure am smol resend angel) https://t.co/NFW9zgLbI7
Prompt Injection Attacks Are Already Surfacing in the Wild
"Prompt injection attacks in the wild" https://t.co/wXEOcvcpdX <- if you have coffee in your hand, set it down now. Snort attack likely :-)
OrchidsApp 1.0 Enables Building Any App on Any Stack
Been testing the new @orchidsapp 1.0. It's unlike anything I've seen. → Build *ANY* app → Across *ANY* stack → Web, Mobile, Agents, Python, Chrome extensions, robotics.. ... you can even plug in your ChatGPT/Claude Code subs 🔥 8 wild use cases 🧵↓ https://t.co/VFNQWkHqiv
SambaNova Claims SN50 Outperforms Nvidia GPUs for AI
SambaNova says its SN50 systems can best the tokenomics of Nvidia GPUs for agentic AI $NVDA $AMD $GOOG $AWS https://t.co/Ut5ZXqsIqZ
AI Removes Friction, Boosts Your Creative Workflow
AI can help you become the creator you've always wanted to be by removing friction. @dancumberland breaks down: - How to reduce friction in your workflows - How to automate newsletters with AI - The secret technique for better prompts Search "Nathan Barry Show" to...