Open‑Source Platform Enables Self‑Improving AI Agents
Goodbye agents that silently hallucinate in production. Future AGI just open-sourced a full platform that makes AI agents self-improve... and it's wild. You literally plug in your agent and it traces, evaluates, simulates, guardrails, and optimizes it. That's it. It handles everything: - Traces across 50+ frameworks (LangChain, CrewAI, LlamaIndex, DSPy) - 50+ eval metrics in one call (hallucination, groundedness, tool-use, PII) - Simulates thousands of multi-turn conversations before you ship - 18 built-in guardrails + 15 vendor adapters (Lakera, Presidio, Llama Guard) - Gateway hitting ~29k req/s with P99 ≤ 21ms, 100+ providers - 6 prompt optimization algorithms (GEPA, PromptWizard, ProTeGi) No Langfuse. No Braintrust. No Helicone. No Guardrails AI duct-taped together. Honestly, this goes beyond observability tools. It doesn't just monitor your agent... it closes the feedback loop so it self-improves. The project is open-source on GitHub. Apache 2.0, fully self-hostable. It's called Future AGI.
BI Dashboards Are Dying; Prepare for the Next Wave
RIP BI Dashboards. Tools like Tableau and PowerBI are about to become extinct. This is what's coming (and how to prepare):
Future LLMs Will Need No Prompting, Just Ask
When the LLMs and agents have context, memory, and, eventually, continual learning, prompting will be as simple as asking for what you want. Or sometimes not even having to ask (predictive agents).
Start Lifestyle Changes With GLP‑1, Not After Stopping
The GLP-1 weight regain studies everyone is citing have a quiet design flaw: in a lot of those trials, patients were put on a rigid reduced-calorie plan while on the drug, then told to keep following that same rigid plan...
Amazon-Backed X‑Energy Secures $1.02 B IPO
Speaking of IPOs for exciting energy startups... Amazon-Backed Nuclear Firm X-Energy Raises $1.02 Billion in IPO https://t.co/K59eZ3ztTF
Claude Skills, MCP Servers, AI Agents Now Baseline
Andrej Karpathy (@karpathy), OpenAI co-founder, ex-Tesla AI, "vibe coding" creator. In just 4 mins, he explains why Claude Skills, MCP servers, and AI agents are past the hype and are now the new baseline for building. Worth every second ↓ https://t.co/Ef0oDov90g
Trade Desk Faces Pricing Pressure From Amazon DSP
Former Trade Desk Manager on challenges within $TTD: 1. It's hard to compete against Amazon DSP "Competing on price is very difficult for them for the reasons I outlined before. It's the sole point of their revenue, so it's very difficult for...
AI-Generated Meta Descriptions Boost Conversions Instantly
Need more conversions? Claude can help with this prompt. It can write meta descriptions that bring the right traffic. Feed the AI your page content plus this prompt: "Write 5 meta descriptions under 155 characters that include the primary keyword and create...
Try It Free for 7 Days and Learn
To start with start using https://t.co/3gwqm3nmeP anyway - is starts with a free 7 day trial so you can understand what we are saying and learn to use it as well
Microsoft's GenAI Can't Verify Humans, Brand Credibility Falters
someone tried to convince me to test the Microsoft GenAI agent ( again ) and I laughed when this is the first thing it presented, it can't prove I am a human, so it can't do AI as the AI...
Salesforce Fits Neatly Into the 5‑Ring Composable Model
How does the Salesforce platform/portfolio map into the “5 Rings” composable canvas model I published with Databricks last month? Martin Kihn offers his always insightful perspective.
Scalable Holonomic Adiabatic Gates Offer Robust Quantum Computing
Holonomic quantum computing is not a new idea, but it has been too little studied in the context of reasonable architectures for quantum computing. Here, we present a scalable adiabatic architecture. I am happy to see this work out in...
Open‑weight Coding Finally Beats Closed‑source Pricing
BytePlus just shipped Opus 4.6-level coding for $10/month. GLM-5.1, MIT-licensed, 8-hour autonomous agent runs, 6 frontier models on auto smart routing, plugs into Claude Code, Cursor, and TRAE. This is the moment open-weight coding caught closed-source pricing and undercut it. Here's the full...
Training Self-Driving AI Compresses Humanity’s Road Experience
There is something almost sacred about training a self-driving model. You take the chaos of human motion — the hesitation, the intuition, the tiny corrections, the unspoken knowledge of a billion drives — and you compress it into a neural network. A...
Scale Fuels AI, but Detail Drives Insight
AI grows stronger with scale, yet insight often emerges from careful attention to detail.
AI Boom Drives Q1 2026 Venture Funding to $300 B
Q1 2026 Shatters Venture Funding Records As AI Boom Pushes Startup Investment To $300B https://t.co/qwiRvHD7SJ
Our “Human Values” Are Trivial, Not AI‑aligned
Humans: we must align AI with human values Human values: reply later leave dishes in sink buy $19 smoothie argue online
Thinking Gives Meaning; Writing Refines Thought
AI can generate writing, but only thinking creates meaning… and writing sharpens thinking.
Tesla's Cybercab Reaches Production in 18 Months, Defying FSD Doubts
Tesla Cybercab: Unveiled 10/10/24 Start of Production: 4/22/26 18 months and 12 days from unveil to production. Remember when people doubted whether unsupervised FSD would exist by the time production started? https://t.co/OPtzlMnpy3
AI's PR Crisis: Negatives Outweigh Benefits, Urgent Rebranding Needed
AI will increasingly have a PR problem as the average person sees it as 1. ChatGPT, a slightly better Google. 2. That tech my boss is forcing me to use that barely works. 3. The rationale for layoffs and higher electricity bills according...
AI-Only Sales & Marketing: The Future Blueprint
The Fully AI-Native Sales and Marketing Organization by @Timothy_Hughes https://t.co/MwJ7Fturkp @DLAIgnite #SocialSelling #DigitalSelling #Sales #SalesTips #SalesLeader #Marketing #MarketingSuccess #MarketingStrategy #ArtificialIntelligence #Innovation #Technology #TechNews https://t.co/kZZUIm4YZ2
Testing Meta Ads for Positive ROI on Topical Map
I like doing experiments over the weekend, so I'm generating a few meta ads to see if I can get a positive ROI on the htmldrops·com/topical-map https://t.co/w905H7agUG
AI Video Studio Boosts Production, Still Needs Human Creators
Another Gen AI Video studio and this is really good. All the features/ function to help to generate very accurate and consistence video. Either for your ads, marketing, short series and more. Such tools will not replace Creative ppl, we...
Anthropic Secures European Data Centers to Boost Compute
Anthropic is focusing on a key bottleneck By securing data center deals in Europe, the company is ensuring it has the infrastructure needed to scale its models. The priority is clear. In AI, access to compute is becoming as strategic as the...
Executive Leaders Must Trust Yet Verify SAP Projects
SAP projects require executive leadership to 'trust but verify.' It's not solely on the organization or the system integrator; leadership must ensure projects stay on track. #SAP #ProjectManagement #Leadership https://t.co/kvqfcjI37d
CRM Will Power AI Agents' Front‑end Data
The Great Martech Inversion: Why your CRM will become the grounded data for your AI Agents front end by @Timothy_Hughes https://t.co/UKGgwTdHVC @DLAIgnite #SocialSelling #DigitalSelling #Sales #Marketing #Leadership #ArtificialIntelligence #AI #CX #CRM #MarketingSuccess #MarketingStrategy #AIAgents
GitHub Outage Validates Employee Reliability Concerns
yesterday I reported on GitHub employee concerns about reliability and leadership, and then hours later GitHub suffered a catastrophic outage 😬 https://t.co/bu8hHLNJzi https://t.co/b14mPlkd29
Intel Capitalizes on AI-Driven CPU Resurgence, China Lags
How Intel is riding the ‘CPU comeback’ as AI shifts - and where China stands https://t.co/lRphpWagbK
China's Deepseek 4 Defies Export Bans on Huawei Chips
While everyone is talking about ChatGPT 5.5, Deepseek has dropped Deepseek 4 Big deal? Yes, It is runing entirely on Huawei chips. Despite export bans and everything else. Stopping China in some fields is impossible https://t.co/fVOpoXsq8A
Deepening ISA and SEforALL Partnership for Global Solar Access
Great catching up with @Ashish_Khanna, @isolaralliance Director General. Together with @FemiAkinyelure & @LeeAbiola, we explored how to deepen collaboration, building on the strong complementarity between ISA’s global #solar mandate and @SEforALLorg's #SDG7 & #energyaccess work. https://t.co/fpDbNt1jEw
We Prioritized Subprime Mortgages over Early AI
we could have had AI twenty years ago but nooooo we were too busy with sub-prime mortgages
AI Accelerates Search for Extraterrestrial Life
AI is expanding the search for life beyond Earth. By combining advanced telescopes, modeling and machine learning, scientists can analyze vast amounts of data and detect patterns that would be impossible to spot manually. It marks a new frontier. AI is not...
Refine AI Responses with a Second Prompt
🔁 The secret to better AI output? Don't stop at the first draft. 💬 Reply to refine. Ask it to adjust reading level, add rows, or shift the tone. ✨ That second prompt is where the magic really happens. https://t.co/yYaO02BkT3
Enhanced Smoke Tests Ensure OpenClaw Container Recovery
I'm on a GBrain PR-spree tonight, first up smoke test improvements for when your OpenClaw container dies and you want everything to work when it fires up again https://t.co/e2p0f6NVVN
Peruvian Entrepreneur Profits From Drone Facade Cleaning
Peruvian Entrepreneur Earns Big with #Drone-Powered Building Facade Cleaning by @Arcfunmi #EmergingTech #Technology #Innovation https://t.co/ZJN9uY5jTG
GPT‑5.5 Builds Full Physics Website in One Shot
Wow. GPT 5.5 xhigh in codex just coded this full paper physics website with wind effects in ONE SHOT 🤯 The physics engine, UI, and interactions are just flawless. @sama you guys COOKED ♨️♨️♨️ https://t.co/ov0tRmOjjZ
OpenAI's GPT‑5.5 Accelerates AI Race with Faster Iterations
OpenAI is pushing forward with its latest model. GPT-5.5 brings stronger coding, deeper research capabilities and improved ability to interact with computer systems, signaling continued rapid progress. The timing matters. With competitors accelerating, the AI race is increasingly about iteration speed as...
Innovative Robotic Hand Grips, Holds, Organizes Objects
Smart #Robotic Hand That Grips, Holds, and Organizes Multiple Objects with Innovative Design by @amazingthings_ #AI #Robots #Engineering #Innovation #Technology https://t.co/C8zDdRzMGW
AI Agents Will Spawn a Scalable SaaS Industry
Prediction: An entire industry is about to grow organically around AI and agentic SaaS tools, driven by both anticipation and customer need. The model starts by forward deploying into the customer environment, then turning what’s built into a SaaS product...
Robot Performs Spider‑Man’s Incredible Stunts
Spider-Man’s Jaw-Dropping Stunts Are Pulled Off by a #Robot by @lukas_m_ziegler #Robotics #Engineering #ArtificialIntelligence #Innovation #Technology https://t.co/kHXDIDNy6F
From Imperative to Declarative: Rethink Data System Design
Not just syntax. A fundamental shift in how you think about data systems. Imperative: dictate exact steps. Declarative: describe what you want, system figures out how. https://www.ssp.sh/brain/declarative-vs-imperative
Create Experiences that Inspire Unprompted Referrals
Referral customers: higher lifetime value, lower churn, faster sales cycles. Yet most businesses treat referrals as something that happens to them — not something they create. What would your customer experience have to look like for people to bring it up unprompted? Answer...
Chinese AI Leader Uses OpenClaw to Spark Employee Curiosity
Insights into Chinese craze for @OpenClaw. The Chinese are even crazier about OpenClaw than we are here in America. This is the first Chinese-only video I've watched. Had to turn on English subtitles. One thing that comes across clear is @_LuoFuli's...
Bugs Aren’t the Whole Story in Cybersecurity
The amount of squabbling over bugs, bug quality, AI bug extermination, how security is doomed/not doomed/unchanged/improved based on bugs… it’s ridiculous. Bugs are not the totality of cybersecurity.
GStack v1.11.0 Atomically Stacks Versions and Changelogs
Quality of life GStack v1.11.0 release /ship now stacks VERSIONs and CHANGELOGs up atomically so you don't have to go through so much BS trying to get 10 PR's ready to go all landed on main It's a good problem to have,...
Odoo: Simple, Low‑Code ERP with Clean UI
Odoo's advantages? A clean, simple UI, easy configuration, and a low-code feel for non-technical users. It's a straightforward ERP, not overly complex or bloated with unnecessary features. #Odoo #ERP #BusinessSoftware https://t.co/gsMkXmHfnP
AI Roleplay Bot Revolutionizes Safe, Custom Storytelling
How A Roleplay Chat Bot Can Transform Storytelling: Building A Safe, Customizable AI Roleplay Companion https://t.co/wJF74rs0XQ
Fully-Paid FSD Cars Become Rare Arbitrage Opportunities
Cars with the FSD package paid in full are now rare magical unicorns. There may be an arbitrage play here
Apple’s Clunky Transfer Process Deters New Phone Purchases
Apple is losing billions of years to their data transfer process. People don't want to buy a new phone because setting it up is so much work. Needs to be a dead simple perfect transfer, no need to log into...
Chinese AI Breakthroughs Shared Openly, Benefit All Labs
While US politicians/lobbyists are scaremongering about “Chinese distillation,” Chinese scientists are actually sharing real AI breakthroughs in the open. These kind of advances have nothing to do with data and benefit everyone, including small (and possibly big) US labs.