Agentic loops are stubborn, which is why agents are effective. However, in hardened enterprise environments, things start to break. How do they break, and how can you steer the agent's pivoting behavior the right way? Some findings from our research, Fable/Mythos included! 👾

Today marks Nakba Day, an annual day of remembrance to commemorate the expulsion of more than 700,000 Palestinians between 1947 and 1949 during the creation of the State of Israel and the year that followed. Inea is a New Yorker and a Nakba survivor. She shared her story with us — one of home, tradition and memory over generations.

Harvey and Legora are essentially sales organisations that resell tokens. They have hired legions of ex big law juniors and mid levels as sales people (“GTM”) along with some ex partners to wine and dine their former colleagues. They slap on a UI that makes them look different from ChatGPT but the product differentiation and vertical specific features are far and few in between. You could just as well use both for any white collar job. Their web apps are basically 1. A chatbot interface 2. A projects function where you can upload your files 3. A tabular review function where you can bulk review documents in a table 4. Workflows which are just custom prompts you write for the chatbot or tabular review. I was able to build everything plus some additional functionality they do not have like version control in mikeoss.com in two weeks. I call this the “token reseller theory”. They are like car dealers or real estate agents but for tokens. The model providers get them to do the selling to crack open the reticent legal market. What happens to H/L now that the model providers want the market for themselves? Does not bode well for them.

Today we're launching Accomplish FREE - powered by our new hybrid model router. Since we launched @Accomplish_ai a few weeks ago, we've been blown away by what users are building with it. Hundreds of thousands of you downloaded the app and took it for a spin, but one thing kept coming up: not everyone wants to bring their own API key just to get started. So today we're fixing that with free, built-in models - made possible by a massive shift that's happened in just the past few weeks: the rise of fully hosted open-weight models - locally on your @Windows machine with @nvidia @NVIDIAGeForce, on your Mac with @Apple MLX, or on @Accomplish_ai cloud, for FREE. Our new hybrid routing algorithm dynamically routes between cloud models and models running locally on your machine - optimizing for local execution by automatically detecting your hardware capabilities and each sub-task's complexity: coding, visuals, simple classifications - every LLM call is routed to the best model. We also brought some of our favorite enterprise features to the free tier: scheduled task dispatch, Google Workspace integration (@googledrive Docs, Sheets, Slides) via the new Google Workspace CLI, native Slack MCP connectivity, and more. Accomplish FREE is available for macOS, Windows, and Linux. Download, send a task - and boom, it just works with ZERO configuration! Download link in bio / first comment >>

Profile: Plaid co-founder William Hockey is building a 'durable' unicorn at Column, his startup with $200M in revenue and a valuation of (maybe) $6B. His bigger fight: a new financial 'Cold War' with China. I spent months and 100 hours reporting, writing and editing this piece, the first edition of The Upstarts Profile. We go deep inside one of Silicon Valley's most interesting, low-profile startups -- used by Brex, Mercury, Ramp and many more. And we give a first look into what Hockey and co. are doing in emerging markets, where as a proud American, he says China is "eating our f***ing lunch." upstartsmedia.com/p/profile-…

Introducing Devin 2.2 – the autonomous agent that can test with computer use, self-verify, and auto-fix its work. Try it for free! We’ve also overhauled Devin from the ground up: - 3x faster startup - fully redesigned interface - computer use virtual desktop ...and hundreds more UX and functionality improvements.

טוב רגע. אחרי כל הפוסטים על המנכ״ל שבנה לעצמו CRM ב־vibe coding במקום לשלם $350K לסיילספרוס, או על זה שמחליפים HubSpot ב־vibe coding… אתם באמת מאמינים שחברה בסקייל משמעותי תסתמך על כזה מוצר בלי להתעסק באבטחת מידע, גיבויים, זהויות, הרשאות וכו׳?

It was nice being first, and we love the other 17 or so Openworks (open source ftw!), but when you are starting to get bug reports of another Openwork it's no longer funny 😅 Openwork is now @Accomplish_ai ☑️