Tuesday 22 September 2026 | Join Free | Upgrade

Together with

Hi there, this is your daily ☕️ DevShot.

In today's DevShot:

🤖 xAI launches Grok 4.7

🏆 Xiaomi's MiMo tops open-weight AI models

🧑‍💻 AWS open-sources new coding agent

🌊 Browsers gain native HTML streaming

🐍 Cloudflare Python Workers hit general availability

Plus: 🎁 8 other news you might like, 🛠️ 5 tutorials, 🧰 7 tools, and 📚 5 papers.

Are you an early stage startup with AI or ML at the core of what you're building?

We just opened applications for Chalk for Startups.

This program is designed for teams faced with the challenge of getting their AI into production.

Accepted teams get hands-on time with our forward-deployed engineers, preferred pricing, and their first workloads running within 30 days.

• An architecture review with our engineers before you build.

• A scoped first workload with a plan to production

• Amplification when you launch or raise, plus a founder network of technical teams

Apply today to get:
🤖 xAI launches Grok 4.7 LINK
  • xAI shipped Grok 4.7 on Monday, its strongest model so far, live now in the Grok app, Cursor, Grok Build, and the xAI API at the same $2/$6 per million input/output tokens as Grok 4.6.
  • The model runs 2.1 trillion parameters, up 40% from 4.6, spends longer on hard problems and double-checks its answers more often, and folds in SpaceX Starlink telemetry and failure logs to reason better about hardware.
  • Benchmarks place it a rung below the frontier: 1695 on GDPval versus Claude Fable 5.1's 1735, and on Cursor's CursorBench 4.0 it costs more per coding task than GPT-6 Astra and Claude Sonnet 5.
🏆 Xiaomi's MiMo tops open-weight AI models LINK
  • Xiaomi's new MiMo-V2.6-Pro became the top open-weight model on Artificial Analysis' Intelligence Index with a score of 46, edging out xAI's Grok 4.6 and Google's Gemini 3.8 Flash while tying the newly released Grok 4.7.
  • The MIT-licensed model is free to download from Hugging Face, ships a 1M-token context window with text, image, audio and video input, runs at ~134 tokens/second, and costs $0.435/$0.87 per million input/output tokens via API.
  • Xiaomi trained it with a single large reinforcement-learning run mixing coding, visual, computer-use and security tasks, spending ~$2.6M and adding groupwise reward grading that curbed reward hacking and produced smaller, cleaner code patches instead of brittle workarounds.
🧑‍💻 AWS open-sources new coding agent LINK
  • AWS released Strands Harness, an open source general-purpose AI agent built atop its Strands Agents SDK that gives developers a preconfigured agent runnable locally or deployable to any cloud provider they pick.
  • It ships with file, shell and web tools plus built-in context management, memory, persistent sessions, prompt caching and delegation, all running on the local machine except model calls, which default to Bedrock but swap to Anthropic, OpenAI, Google or Ollama in one line.
  • AWS says Strands Harness ran 45% cheaper than Claude Code and Codex with comparable accuracy across six benchmarks, crediting its context-management defaults that truncate large tool outputs and compact context once the window crosses a threshold.
🌊 Browsers gain native HTML streaming LINK
  • Browsers are getting native out-of-order HTML streaming, letting a page render and stay interactive while slow parts load, with Chrome and Edge 150 shipping the declarative markup and Safari and Firefox signaling support.
  • A new template attribute defines insertion points or fallback content, and when the server streams a matching template later, the parser removes the markers, drops intermediate nodes, and inserts the template's contents into that DOM position.
  • To block cross-component injection, a template can only patch its immediate parent's siblings and descendants unless placed directly under the root for global scope, while a companion suite of static and streaming DOM methods advances through separate standardization.
🐍 Cloudflare Python Workers hit general availability LINK
  • Cloudflare has moved Python Workers to general availability, making Python a fully supported, first-class language on its Developer Platform after roughly two years in preview.
  • Under the hood, Python code is compiled to WebAssembly via Pyodide and executed inside Cloudflare's V8-based workerd runtime, with some documented limitations where certain features remain non-functional in the WebAssembly VM.
  • For local development, the pywrangler tool, packaged as workers-py on PyPI, runs a full local simulation of the stack, executing code through Pyodide in WebAssembly inside V8 via a 123MB binary.

AI can build faster. Can your team decide better?

AI can draft the PRD and prototype the idea. Jira Product Discovery helps teams decide whether it belongs on the roadmap. Bring feedback and ideas together, prioritize as a team, and keep your roadmap connected to delivery in Jira.

📚 Tutorials & Advice

> Cline + Ollama: A fully local AI coding agent: Run an AI coding agent entirely on your own machine with Cline and Ollama when contracts forbid sending code to cloud services, accepting roughly half the task-completion rate.
> How to run a big model on cheap hardware?: Explains how to run large AI models on cheap hardware by shrinking weights, loading layers only when needed, or activating just parts of the model.
> More than a taken branch per cycle?: Some modern processors like Apple's M4 Max can execute more than one taken branch per cycle, disproving the common one-per-cycle limit.
> Why you should never embed your Gemini API key in client code (and how Firebase AI logic fixes it): Route Gemini API calls through Firebase's hosted proxy so the key never reaches the browser, and add App Check to block bots from abusing that proxy and running up your bill.
> A summer of AI optimization: Cheap AI-assisted experimentation unlocked long-stalled speedups in six widely used open-source libraries, proving faster idea-testing matters more than novel techniques.

🔗 Other News & Articles

  • Grafana Alerting: Scale alert routing without scaling complexity using multiple notification policies LINK
  • Transformers now runs llama.cpp quants LINK
  • Changesets v3: bumps peer dependents by patch and ships ESM only with an 88% smaller install LINK
  • Uber redesigns M3DB sharding with subclusters to limit failure impact LINK
  • DuckDB Now Ships inside dbt v2 LINK
  • Encore for Rust LINK
  • Z.ai disables its coding assistant after unauthorized uploads incident LINK
  • Python 3.15 Preview: frozendict LINK

📄 Papers & Resources

> Grid control room assistant lets a language model suggest actions for power operators while a rulebook it cannot bypass blocks unauthorized moves, hitting ~94% task success with safety rules holding across every one of 1,416 runs. LINK
> Coding fingerprints reveal that different AI models write code in measurably distinct styles, giving buyers a way to tell rival models apart and pick one even when they all pass the same performance tests. LINK
> Coding-agent token bills break into three separate savings levers, and the one everyone assumes matters, compressing file reads, saves only ~2% per turn upfront but compounds to overtake fixed savings after about 6 turns. LINK
> Coding assistant bias shows that telling an AI your nationality, gender, or experience level changes the code you get back, dropping one model's accuracy by up to ~3.6% while nudging another's up ~3.4 to 5.7%. LINK
> Coding agents for official statistics often run flawlessly yet still return wrong answers, and this benchmark shows accuracy comes from clear task specs and retry attempts, not from feeding the model its error messages. LINK

🧰 Latest Tools

Prefactor: an evaluation layer that scores agent runs in real time, catching quality regressions and drift before they reach production users. LINK
SKI: adds voice control to AI coding agents like Claude Code and Codex, letting you dictate commands and hear responses hands-free while coding LINK
Die With Me: a Mac app that tracks your Claude and Codex usage, compares it with friends, and offers a chatroom when your allowance runs out. LINK
Dograh: open-source voice agent platform with visual flow builder, telephony, human transfer, and self-hosted QA monitoring across 30-plus model integrations LINK
Jev: converts unstructured input into typed probabilistic decisions like Choice, Score, and Bool with calibrated probabilities, delivering fast, cheap responses your code can act on directly. LINK
AgentSky: runs managed AI coding agents with auto-recovery, letting you control remote development from WhatsApp, Telegram, Slack, web, API, or CLI LINK

💬 How did you find today's edition?

We read every reply — just reply to this email and let us know how we can improve!

★★★★★  Nailed it
★★★  Average
★  Fail

Not subscribed to ☕️ Devshot yet?Subscribe for free